{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_rnsga3:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## R-NSGA-III\n",
    "\n",
    "\n",
    "Implementation details of this algorithm can be found in <cite data-cite=\"rnsga3\"></cite>. The reference lines that should be used by this algorithm must be defined before it is executed. Commonly, the Das-Dennis method (implemented in UniformReferenceDirectionFactory) is used to sample reference directions uniformly.\n",
    "\n",
    "To generate the reference directions refer to the [R-NSGA-III paper](https://ieeexplore.ieee.org/abstract/document/8628819) where the following procedure is laid out in detail."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"display: block;margin-left: auto;margin-right: auto;width: 40%;\">\n",
    "![rnsga3_sketch](../resources/images/rnsga3_sketch.png)\n",
    "</div>\n",
    "\n",
    "The algorithm follows the general NSGA-III procedure with a modified survival selection operator. First, the non-dominated sorting is done as in NSGA-III. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"display: block;margin-left: auto;margin-right: auto;width: 40%;\">\n",
    "![nsga3_survival_1](../resources/images/nsga3_survival_1.png)\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Second, from the splitting front (final front), some solutions need to be selected. Solutions are associated with reference directions based on perpendicular distance, then solutions with smaller ASF values are preferred by selecting solutions from the underrepresented reference direction first. For this reason, when this algorithm converges, each reference line seeks to find a good representative non-dominated solution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "code": "algorithms/usage_rnsga3.py",
    "section": "rnsga3"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.scatter.Scatter at 0x7faf1ca05510>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 372,
       "width": 498
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "from pymoo.algorithms.rnsga3 import RNSGA3\n",
    "from pymoo.factory import get_problem\n",
    "from pymoo.optimize import minimize\n",
    "from pymoo.visualization.scatter import Scatter\n",
    "\n",
    "problem = get_problem(\"zdt1\")\n",
    "pf = problem.pareto_front()\n",
    "\n",
    "# Define reference points\n",
    "ref_points = np.array([[0.3, 0.4], [0.8, 0.5]])\n",
    "\n",
    "# Get Algorithm\n",
    "algorithm = RNSGA3(\n",
    "    ref_points=ref_points,\n",
    "    pop_per_ref_point=50,\n",
    "    mu=0.1)\n",
    "\n",
    "res = minimize(problem,\n",
    "               algorithm=algorithm,\n",
    "               termination=('n_gen', 300),\n",
    "               pf=pf,\n",
    "               seed=1,\n",
    "               verbose=False)\n",
    "\n",
    "reference_directions = res.algorithm.survival.ref_dirs\n",
    "\n",
    "plot = Scatter()\n",
    "plot.add(pf, label=\"pf\")\n",
    "plot.add(res.F, label=\"F\")\n",
    "plot.add(ref_points, label=\"ref_points\")\n",
    "plot.add(reference_directions, label=\"ref_dirs\")\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "code": "algorithms/usage_rnsga3.py",
    "section": "rnsga3_3d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.scatter.Scatter at 0x7faf1d0b8bd0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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e92PXJhFR9WHIJCI6JorpuNRO3ksVMlOpFGKxGAKBALa2tlBXV4dTp07B4/HAarUefgclUorgYTWb8J4zfXjPmT7D77satLa24tKlSxgZGUEgEMDExATm5ubQ2dkJURTR3d1dkudVVdUDRybZtUlEVD0YMomIapyqqojH40V1XJYqZCYSCUQiEQSDQezu7qKhoQHnzp2D2+2uSA9jLuWaJmyESo1k7tfU1IQLFy5geHgYwWAQkUgE169fR2trK0RRRH9/v6HHmWskc79sYZNdm0RE5cWQSURUo7SOS62GBHhc6VBIx6XRIXN3dxehUAjhcBiJRALNzc0YHR2F0+msyDq5RCqNiaUtpFVgoL0B9dbHAfe4BI2lzTjm1nbQVGfBQHtDWX+uhoYGnDlzBpIkIRwOIxgM4rXXXoPdbocoinC5XIa85plrMvORGTa1dZsMm0RE5cGQSURUY4wMlxrte4od0dve3kYgEEA0GkUqlUJbWxskSUJvb29FTubXdxL4/RdD+OzNGBY24gCAlnoLPnjJhY+/04dmmzE/d6XcnljB//v1AL4+Nof0P/8II73N+Mi3ePDBpwfK+pzbbDYMDw/D5/MhGo0iEAjg9u3bGBsbg9/vx+DgoL6LcSEOmy6bS2ag3B82AXZtEhGVAkMmEVGNyNVxqYXLYhQ7krm+vq6vz1NVFQ6HA5IkweFwVOzkfXUrgR/8w+t4OLO25+trO0n8t5fCeOHBHD7z0UsVObZiaGHrhQdz+PhnbiGR2huQx2bX8YnP3cWdiRV88nvOlP35t1gs8Pl8GBoawuTkJBRFwb179yDLMrxeLzweD2w225HvN9/psrnkCpvs2iQiMh5DJhFRFcun49IIhYbMlZUVKIqC6elpAEBfXx9EUUR7e7shx1WMX//CvScCZqbY0hZ++a/u4Qd6am8kc203jV/+7BtPBMxMn7kRwzOeDnz3BWcZj+wtZrMZg4ODcLvdmJ6ehizLGBsbg6Io8Hg88Pl8qK+vz/v+ig2Zmsywma1rk2GTiKh4DJlERFXoKB2XRjhKT6aqqlhcXIQsy3j06BEEQYDL5YLf70dLS4uhx1WoubUdfPnuzKG3eyW0hHc0A74yHJNRVFXFN6ZS2IqnDr3tH78cqVjI1AiCAKfTif7+fszPz0OWZQQCAYRCIbjdbvj9ftjt9kPvJ51OFzXdNttxZeva1MImuzaJiArHkElEVEVydVxqI5elGl3JZyRTVVXMzc1BlmUsLy/DZDLB4/HA7/ejsbGxJMdVqG8qC0im8xudfLAs4LkaG8m8O394wAQer9lc3oyj3X706alGEwQBPT096OnpweLiIhRFQSQSQSQSwcDAAERRPPAiRaFrMvOhdW1mhk12bRIRFY4hk4ioCmTruBQEATab7dCOSyNo958tZKbTaUxPT0NRFKytrcFisUAURXi93iNNdyyn7Xjy8Bv9s910bQUHVVWxe8A02f22EylUfvLyXp2dnejs7MTq6ioURcHk5CQmJyfR29sLURTR0dHxxPcYNV32IFrYzFyrmdm1qVUCMWwSER2MIZOIqIKM6Lg0QraRzFQqhYmJCSiKgq2tLdhsNpw6dQoejwdWq7Usx1Wogfb8R1Y769SaW5PZ1WhCZO3w9bMNVjM6qmAUM5fW1lZcunQJIyMjCAQCiMVimJ2dhcPhgCiK6Orq2nMBpFxTV3N1bSYSCdafEBHlgSGTiKgC0uk0EonEnnBZbA1JMTLXZCYSCb2CYnd3Fw0NDTh79izcbreha+JK6e2iA70t9Zhd2znwdvY6M8535j/qWQ1UVcU73TbcnD38uL/nolPvBK1mTU1NuHDhAoaHhxEMBhGJRHDt2jW0trZCkiT09fUduSfTCOzaJCIqTG2cLRARHROl6Lg0gva4S0tLeOGFF5BIJNDU1ITTp09jYGCg5jY/sZhN+IX3SPjE5+4eeLuPv9OH+rUHNTeSebbLgiueDtwIL+W8TUu9BR97h7eMR1W8hoYGnDlzBpIkIRQKIRQK4ebNm2hqatKDXSUc1LWpbR7EHWmJiN5SW2cNREQ1KpVKYXt7G5ubm3rAtFgsaGxsRGNjY1mnxu63vb2NN998EwCwtrYGu92Oy5cv413vehfcbnfNBUzNhy658G+/4xTMOZ7Xj7/Th5+usRCmMZtM+IMfvYS3+Tqz/ntXcx0+9dErGHIcvmtrNbLZbBgZGcG73/1ujI6O6iP+c3NzCAaDe7piy0kLm1arVf+dzawZSiaTNXfBgoioFIQiPgz5KUpEdIBydVwWamNjA4qiYGJiAqqqQhAEdHR04LnnnjtWIzLTK9v481djeCO2grSq4oyzFT/0jBsehx2qquILX/gChoaGcP78+Uofal5eeOEFNDY24rnnnoOqqrgRXsJf3ZrE9Oo27DYL3n26B995vr8mpsnmK5lM4stf/jIsFguSySRsNhu8Xi+8Xm9F1werqrqna1PDrk0iOkYK+iDjdFkiIoPlCpfaTrGVDpcrKytQFAXT09MAoO/oeePGjbLsZFtu/W0N+MX3DB94m1obfdJeI0EQ8Ky3E896s49oHhfa74zT6YTD4YCiKBgbG0MgEMDQ0BB8Pl9Fdjpm1yYRUXYMmUREBqlUx2W+FhcXIcsy5ufnIQjCE92E2tS/k6TSr0khTtprBLy167HZbMbAwACcTifm5uagKAoCgQBCoRDcbjf8fj/s9spMEc6na5Nhk4hOCoZMIqIiaTuyJhKJPeGyXB2Xhx2bdjK+tLQEk8mEoaGhrCfj2gnySVRrwa0Ww3ExMut9gMc/f29vL3p6erC4uAhFURCJRBCNRuF0OvdcPCm3g7o2MzcIOmmvIRGdLAyZREQF0sJlPB6vaMdlrmObmpqCoihYW1uDxWKB3+8/cFrhSQ6ZtaTWArERtPfl/pFAQRDgcDjgcDj0aeCTk5OYnJzUp4F3dHRU4pCzdm1qYZP1J0R03DFkEhEdUbaOy2oJl6lUChMTEwgEAtjc3NR36cxng5STGjJrcZrwSQsmmTMEcmlra8Ply5exvr6OQCCAiYkJzM7OwuFwQBRFdHV1VeR52x820+k0uzaJ6NhjyCQiylO1dlwCj3ffjEQiCAaD2NnZ0fsGBwcHYbHk91GvTfGj4qVSKUxNTaGurg7d3d2GvjdO4mu0f7rsQZqbm3Hx4kWMjIwgEAggGo3i2rVraGtrgyiK6Ovrq2jYVFWVXZtEdOwxZBIRHSKzA09jsVj0cFlJ8XhcL61PJBJoamrChQsX4HK5jrzJiCAIHMks0vbOLj7zjfv43BszmN1UYRaA0S4rfvxbvHjneb9hAeKkBZFc02UP0tDQgLNnz0KSJIRCIYTDYdy8eRNNTU0QRREDAwMV2Ygnc/QyM2xqU2pZf0JExwFDJhFRDtnCpdVqhdVqrXi43N7eRjAYRCQSQSqVQmtrKyRJKmqUxmQyVazkvtbF43G8ORbAr3w5DGVV++rj1+Ebk0l847MyvvdmCD//3lNFh5uTOJKZz3TZXOrq6nDq1Cn4/X59tP+NN97A2NgY/H4/BgcHK/L7nBk2M7s2GTaJ6DhgyCQiypCr41KrIal0BcHGxoa+3iydThu63qwU02Xn13bwZ6/G8A/357Cxm0BvSz2+76kBfPcFJxpslQ3qmmKet52dHQSDQYTDYfz+fRXKau73x18Hk7D/4208PzgOv98Pt9td8YsVRggvbOJPr0fx9bF5bMWTGGhvxIcuPX6N663G/HyFjGTuZ7VaIYoivF4vJiYmoCgK3nzzTYyPj8Pn88Hj8Ry6brkU2LVJRMcRQyYREQ7uuLRarRU/wVtdXYWiKJiamgKAkuycafTGP/80Po+Pf+Z1bMXfCusTS9u4GVnG770YxKc+cgXuzkbDHq8YRw3XW1tb+nq/dDqNLWsb3lzeOPT7vrHQgLe70rh79y7Gxx+HzaGhobzXzWrHWi2jW59/fRKf+NxdJNNvPX9za7u4FV3Gf/1mGJ/+6BX0tmbfzfgojAiZGrPZjKGhIbjdbkxPT0OWZTx8+BCKosDj8cDr9ebcgbnU2LVJRMcFQyYRnWiZHZdzc3NYXFyEJEloaGioeMclAL0DcG5uDgAwMDBQsg5AI9dkjs+u42OfvoXdZPb7iyxu4V/88av4yr96u2GjXYU6ymu8sbEBRVEwMTEBVVXR3d0NSZLwh68+AnB4yIytxNF7+m1oV9ehKAru378PRVHg9Xrz2gG4mtwILeJf//c7SOfI58r8Bn78T27iiz/7HCzm4oLRUTb+yZfJZMLAwACcTifm5uYgyzIURUEwGMTg4CD8fj8aGytzEWR/1+bMzAxmZ2chSRIaGxvZtUlEVY8hk4hOpGwdl+vr65iensbZs2dhs9kqemzz8/NQFAWLi4swmUwYGhqC3++H3W4v2eMaOZL5h98M5QyYmtDCJr58dwbf9/SAIY9ZjMNGMtfW1iDL8p6RZEmS0N7eDgBY2JjM+7EWN+M4P+KGy+XSR9LGxsYQCATg8Xjg8/lQV1d34LFWQ7j43ReDOQOm5uHMGv7H+CO8+3RPUY9l5EjmfoIgoLe3Fz09PVhcXIQsywiHw4hEIhgYGIDf7y/JRZ18j81isWB7exvT09Pw+/3s2iSimsCQSUQnykEdl9oUuUrtsKqqKqanp6EoClZXV2E2m+H3++Hz+coyfc+okBlPpvHFO9N53fbzb0xWPGQedIK+vLwMWZYxOzsLIPdIcmtD/iOQ2m0FQYDT6UR/f/+ekbRQKKSPpDU0NBTwE5Xe0mYcL44/yuu2f/PGlGEhs5RhShAEOBwOOBwOrKys6CPWExMT6OvrgyiK+kWFctPWhzc0NMBsNrNrk4iqHkMmEZ0I+XRcapuwZG74U65j0zYi2dzchM1mw8jICDweT1lHVI3a+GdtJ3HoKKZmfm236MczQubPraqqPqL16NEjCIKgh76mpqas3//+s734by+FD32c/tZ6nB9o2/O1zJG0hYUFyLKMUCiESCQCl8sFURT3jGBXw0jm0uYu8n2nPFov/jUu5UhmNm1tbbh8+TLW19f1jbZmZmbgcDggSRIcDkdZXwPtM8lisRzYtcmwSUTVgiGTiI61VCqlj1xqcnVcljtkJpNJRKNRBAIB7OzsoL6+HmfOnMHg4OCRNoIxirYms9gQ01RngUnAoVMpAaDlCCOApaL9rNo0ZVmWsbS0BJPJBK/Xm9eI4lPudjw92I5b0eUDb/eRb/HkXJ8oCAK6urrQ1dWFpaUlyLKMaDSKWCwGp9NZsrW4hTjK69baWPxrXIo1mflobm7GxYsXMTw8jGAwiGg0ildeeQVtbW2QJAm9vb1lCXTaZ5L2GZWra1OrIGL9CRFVGkMmER1L2Touc4VLTblCZjweRzgcRigUQjweh91ux4ULF+ByuSq6c6T22MWGzHqrGd863I2vjc0fetv3nekt+HGMoqoqtre38eKLL2J1dRUWi+XI05QFQcD/9+Gn8MN/eB3BR5tZb/ODl134yHOevO6vo6MDzz77LFZXVyHLMiYnJzE5OYm+vr6qGMnsbq7HpcF2vHZIqAYej/IWq9wjmfs1Njbi7NmzkCQJoVAIoVAIr776KpqbmyGKIpxOZ0mPTasy2f+67+/aTCaT+mZB7NokokpiyCSiY6PYjktt9LBUITOzUzGVSqG1tRXnzp1Df39/VZwEas+PVpdQjJ94u/fQkNnWYMX3V3A9ZjqdxtTUFJLJJFZWVmC1WouaptzTUo+/+Znn8Gc3YvjzV2OILG7BJADPejvxo1eH8N7RniO/zq2trfq0TUVRMDk5CVVVsbCwgMXFRXR2dh75OI3yU+/w4rVP3zrwNs62Brz/bF/Rj1WONZn5qKurw6lTp+D3+xGJRBAMBvH6669jbGyspN2nWmDMRdtp1mq16p+D7NokokpiyCSimmdUx2WpRjI3Nzf1TUTS6TQ6OzshSRK6uroqftKcKXMks1hXfZ349Q+cxm9+6UHWf2+qs+APf+wS2hrLv4tvKpXS18BubW09Pp6mJrzjHe8oukKkud6Kjz3vw8ee9yGRSsMsCDCZin+Nm5ub8dRTT2FkZAQvvPACdnZ28NJLL1X0vfSe0V786/dI+E//KGf9967mOvzxj19GnaX40FXpkRfHhdAAACAASURBVMz9rFYrRFGE1+tFLBZDIBDQu0+9Xi88Ho+hdTSHhUyNFjbZtUlElcaQSUQ1K1e4tNlsBXVcGh0yV1dXoSiKXnvR09MDSZLQ0dFhyP0bTXu+jNpd9yPf4sEZZyv+6KUwvvpwDsm0iuZ6C77vqQF85DkP3J3l7SDcvwa2oaEB586dw9jYGOx2u+EdldYiuyGzaWxshCAI6OvrQ0NDAyKRCK5du1b2NYKan32XiKcHO/Anr4Tx9bF5JFIqelrq8KFLLvzI1UF0NxuzK3Kl1mQexmw2w+PxYHBwEFNTU1AUBQ8fPoSiKHnV0eQr35CZaX/XZmbg1MImuzaJqFQYMomo5mTruDSZTPrIZaEnTUaFTG3Tlrm5OQDQN21pbW0t6n5LLXO6rFGe8XTgGU8Hkqk0dpJpNFrNhozsHUUikUA4HEYwGMy6BlaWZUNGb8vJbDbjzJkzEEVxzxrBlpYWfY1gucLDVV8nrvo6H/9eplTYLMYHwWobydzPZDLB5XJhYGAAs7OzUBRFr6Nxu93w+/1obCz8okoymSx4Gq7WtWk2m58Im9yRlohKhSGTiGqGqqp6Dcn+jkuLxVL0SZJ2Epe5WdBRju3Ro0eQZRmLi4swmUyH1l5Um1KETI3FbEJTCUb2DrK7u6sHsGQyiZaWlqpaA1uozI1/MtcIakH61q1bGBsbgyiKZd1MShAE2CyleV6rZU3mYbRR5t7eXiwsLEBRFITDYUQiEb1jtbm5+cj3m0qlit5xOlvYZP0JEZUKQyYRVb18Oi6NUMhIpqqqmJ6ehqIoWF1dhdlshs/ng8/nO7T2otqUMmSW0/b2NoLBICKRCFKpFNra2jA8PIyenuwb7wiCUHMjmftZrVZIkgSv16tPCb59+zbGx8fh9/sxODhYkg1pyqXaRzL3y6yjWV5e1tdkT0xMoK+vD6Ioor29Pe/7S6VShky71Y5NC5vs2iSiUmHIJKKqlS1cWiwWWK3WkmzLf5SQmU6n9c1jNjc3i96ZtBpk9kXWoq2tLSiKglgshnQ6DYfDAVEUq26DpWJor02un8discDn82FoaEh/f7755puQZVn/utFrT8uhWtdk5qO9vR3PPPPMnh2CZ2Zm0NXVBVEU4XA4Dn1/GjGSuR+7NomolBgyiajqFNJxaYR8Qub+zWPq6+tx5swZDA4OGn4SWG61OpK5v97jqBssHYeRzP3MZjOGhobgdrsxNTUFWZbx4MEDKIoCr9cLr9dbUxdDam0kM5vMHYIDgQCi0SgePXqE9vZ2iKJ44KZNhWz8k69cYZNdm0RUjNo+IyKiY6PYjksjHBQy4/E4wuEwQqHQns1jBgYGanoaYqZaC5mrq6uQZRnT09MAgP7+foiiiLa2tgofWenle8KfuSHNzMwMZFnG+Pg4AoGAvvtpfb0xO8CWUq2sycxHY2Mjzp07h+HhYb0399VXX0Vzc7O+aVPm55322Vjqz5nMsJmta5Nhk4iOgiGTiCpKm56VSCT0cFdIx6URtC3/M0Pmzs6OfiKYSqWOzeYx2RjZk1lKmbv3CoKAgYEBSJJU0IYqQG0Fl0JfG0EQ0N/fj76+PszPz0OWZQQCAYRCIX2DqmJ2Py214zCSuV9dXR1Onz4NURT1C1ivv/46xsbG4Pf74Xa7YTaboaoqVFUt28WsXF2bWthk1yYR5YMhk4gqIlfHpTZyWakTf23nxc3NTQQCAX19X0dHByRJQnd3d02FkqOo5pFMVVWxsLAAWZaxsLAAk8mEoaEh+P1+2O12Q+6/lhT6HhQEAT09Pejp6dGfT233U5fLBVEUq3I35Fpek3kYbdMmn8+nT8W/e/cuxsfH4fP54HQ6AaAiMya0C2+ZYZNdm0SUD4ZMIiqrbB2XgiDAZrMV1XFpFEEQsLS0hK997Wv6+j5RFNHZ2VnR4yoH7bmvppCpqirm5uYgyzKWl5drevdeIxgZhh0OBxwOB5aXlyHLMmKxGGKxGJxOJyRJQktLi2GPVSyt07HSnw+lZDab4fV6MTQ0hMnJSSiKggcPHkCWZQCVvRCihc3MtZqZXZtahdRxfn2I6GgYMomoLErdcVmspaUlKIqCeDwOAHA6nRBFEa2trRU9rnKqppFMrRpGlmWsra3BYrHoFR1GVTloanHjHyN/X9rb23HlyhWsra1BlmVMTU1hamoKvb29kCTpSFUbpaKNnJ0EJpMJbrcbLpcLs7OzGBsbw9raGkKhEFRVhd/vr9gFllxdm4lEgvUnRLQHQyYRlVQ6nUYikdgTLkvRcVkIVVXx6NEjKIqChYUFfbpuQ0MDLl26VLHjqpRqWJOZTqcxOTkJWZaxubkJm82GkZEReL3evKo3VrcS+Cd5Hms7SfQ01+EdUhfqrcdjYybgaK/NxNIWXg4sYDeZxmBnI94udsFsyv371tLSgkuXLmFkZETvdZydnUVXVxckSYLD4TDiRyiINmJ2kgiCgL6+PjQ0NODFF19EY2MjQqEQwuEwXC4X/H5/weuQjTg2dm0S0UEYMomoJLJ1XFZTuNR22lxdXd0zBfPmzZt59WQeR5WcLptKpRCLxaAoCra3t49cDbOTSOG3vvIQf/naBHYSbx1/h92Gn37ei598uzfne+64jWTOr+/g3/z1PXz1wRwyfypnWwM+8e3D+O4LzgPvu6mpCRcvXsTw8LBetfHyyy9XdF3ySRrJ3E/7fRRFES0tLXumNld6R+WDuja1zYMq/XlPRJXBkElEhqpUx2U+tFEyRVGwsbEBq9WK4eHhPZ2BZrNZnzJ70lRiumwymUQkEkEgEMDu7i4aGxtx/vx5uFyuvN8viVQaP/mp1/BNZeGJf1vajOO3vjKG+bVd/NsPnDb68MvusDC8tBnHh37vGiKLW0/829TKNv7VZ29jczeFH77iPvSxtKoNSZL0HZavX7+O1tZWSJKEvr6+soUHVVVPbMjULnqZzeY9U5sVRcHU1BSmp6fR3d2trx2vRKBj1yYR7ceQSURFq4aOy4Mkk0nEYjEEAgFsb2+jrq4Oo6OjGBwcfGIKptls3hOQT5JyhkytdzQYDCKRSKCpqQmjo6NPdATm4y9fm8gaMDP915fC+M7z/TjvenLE5ziNZP7OC3LWgJnp333xPr79TC867La8Hqu+vh6jo6MQRRGhUAihUAg3b97M2etYCidxuqwmM2RqWlpa8PTTT+PUqVP6aPP8/Dza29shSRJ6enoqHjbZtUl0sjFkElHBsoXLSnVcZpNIJPST4ng8DrvdfugombahRa1a3oxjbHYdADDS24z2PIMEUJ6Qubu7q4+KJZNJQ0bFPn0tmtft/vR6NGvIPC42d5P4/OuTh94unkzjv782gY897zvS/WvrY30+HyKRCILBoN7rKIrikUafj6qQ6bKqquLe1BpmVrfRVG/B04PtqLPU3vrcbCFTkznarK3XvHHjBlpaWiCKIvr7+yvyOcyuTSJiyCSiI6vWjkvNzs4OgsEgIpEIkskkWlpacPbs2bxOuGo1ZE6vbOO3/2EcX7o7jUTq8aiczWLCB8724RPfPoLe1vpD70N73Uoxqre9va2PuKRSKcPW9+0kUnqoPszrseWsX6+lkcyDjjMwv4HNeH7v3dsTKwUfg9VqhSiK8Hq9eq/jnTt3MD4+Dr/fn/c62qM4asj8ypsz+C9flSHPbehf67Db8CPPDuJn3+WH1Vw74Ub7PDroOa2vr8fp06chiqI+Q+DWrVt4+PBhyS8AHCafrk2GTaLjhyGTiPKmbVWfSCT2hMtq6bjc2tqCoiiIxWJIp9Po6OiAKIpHmjpmNpuhqmpNbTQysbSF7/+9VzC3trvn6/FkGp9/YwqvBBfxuX95FQPtjQfeTylGMjc3N/XXRFVVfadSo9aOpY8QDmskR+Yl23N3lOfiKLfNJbPXcWJiAoqi4N69e5BlGT6fDx6PJ68dgfNxlDWZn7oWwa//7f0nvr60Gcf/9TUFD2bW8LsffgqWGgmaB41k7me1WvWqH22JwJ07dzA2NqZfADDqNTmqg7o2MzcIqvTfESIyBkMmER1KC5fxeLwqOy4zN8FQVbWoTTC00QJtSlct+MTn7j4RMDPNru3gV/7qTfzpT1w58H6MDJnaazI5+Xj6Zm9vL0RRREdHR9H3nanBaobHYUd4YfPQ2446s3eeHpeRTF93E+qtpj276+ZyNsdzUQiTyYTBwUG43W5MTU1BlmU8fPgQiqLA6/Ua0m2a70Wf2OIWfuMLDw68zQsP5vAXr03gw1cGizqmcjlKyNRYLBb9AoC22dn9+/chy7L+mmibnZVbtq5NLWyy/oTo+GDIJKKccnVcWq3WqgiXS0tLUBQFs7OzAGDIdv7aiVwqlarYFf+jGJ9dx7XQ4qG3eymwgMD8OvzduXv1jAiZKysrkGUZMzMzAACn0wlRFNHaalyoySQIAj58xY1Pfvnhobf98AE7qtZKyNRk+91rqbfiu8878RevTRz4vRaTgA9ddpXkmAYGBuB0OjE7OwtZliHLMoLBIIaGhuD3+1Fff/i07WzS6XReU3A/cyOKVB6v5aevRfHDz7gr/hmWj0JCpsZkMsHtdsPlcmFmZgaKomB8fByBQACDg4Pw+/1oaGgw+pDzwq5NouONIZOInlDtHZePHj2CoihYWFiAIAhwu92GFZNnhsxa8HLg4F1VM70SXMwrZBYSuBYXFyHLMubn5/XXRBRFNDU1Hfm+jurDVwbxhTvTuDu5mvM233vRiSue7KOotXQSe9hr8wvvkfAN5RFmVndy3uYT3z6M7ubCwl4+BEFAX18fent78ejRIz1ohsNh/X3R2Hjw1O398p0uez2PCy4AMDa7jtXtBNoaKzOadxTabtfFrKkUBAH9/f3o6+vTPz+1jYJcLlfZfldzHRu7NomOH4ZMItJVc8elqqr6lfiVlRV9PZjRV+JrLWTGU/mPOu4eMo1SO4nLdyRTC/yyLGNxcREmkwkejwd+v//IIaIYDTYzPv3RK/iVv7qLv783i8wYVmcx4UevDuKXv33kwJPU4zCSCQA9LfX4y49dxS997g6uh5b2/FtbgxW/+B4JP3J1qAxH+PgYu7u70d3drV+EiEQiiEajGBgYgCiKeV8Yyne6rLbpVT6O8rtTScWMZO6X+ZpoM0FisRhisRj6+/shSVLJZh3kc2zs2iQ6PhgyiUgPl0tLSzCZTGhqatJrSCodLtPptL6maGNjY8/GFsWu88pG+3lrpSvT67Dnf9uug2+b73RZVVX16ZBa4Pf7/fD5fAVPhyxWa4MVv/s/P42JpS38w/1ZrO0k0dNSh/ef6Tu0xqWWTlrzCcOujkZ89qeu4uHMGl5SFrCTSGHQYcd7Tveg3lqZ3+fOzk5cvXpVn049MTGBiYmJvINNviFT7GnCg5m1Q2/XYbeh027850cpaCHT6DXiHR0duHLlyp417dPT0+ju7tY356qEbF2b8XgcMzMzaGlpQUtLC8MmUQ1gyCQ6obJ1XN69exctLS24evVqxTe9SaVSej3C9vY26urqcPr0aQwNDZV0rWStjWR+60g3upvrML+ee+MfAOhrrcfzUteBtzlsumw6ncb09DRkWcb6+jqsViuGh4cruonIfq6ORvzE271H/r7jMpKZ6VRfC071tZThaPLX1taGZ5555olg09PTA0mScm4MpW0Kc5gfesaNv709fejtfuCyC2ZTbYQUbRSvVKGqpaUFTz/9NEZGRhAIBBCLxTA/P29YzVChMrs2t7a2cOfOHYyMjMBut7Nrk6gGMGQSnTCHdVxWurojkUggHA4jFAphd3dXLxt3u91lGVWttZBpNZvwq+8fwc//xZ0Db/cr7xs5tLJBO6nbP5KZTqf1iorNzc2yBf5yqaURkVoLw7lkBhtFUTAxMYG5uTk4HA5IkgSHw7Hndcn3c+mKpwPvO9OLv7s3m/M2zrYGfPRbPIb8HOWghcxSs9vtOH/+PIaHh/We4evXr6OlpQWiKMLpdFbsd0X7PK6rq9On07Jrk6i6MWQSnRD5dFxaLJaKTRPd3d3VNwdJJpNobm7GmTNn0N/fX9aTh1oLmQDwvRcHsJNI4ze+eP+J+ooGqxm/8V2j+O4LzrzuKzNk7h9Nrq+vx9mzZ+F2u/Pa6bOWHJfwVmvsdjsuXLiA4eFhBAIBRKNRvPLKK2hvb4ckSXrHbb4b/wiCgP/ygxdg/+t7+Ktbk9j/qp5xtuB3P/w0HE21MVUWKF/I1NTX12N0dBSiKOoX/G7duqV3bbpcrrIvo9A2odP+XrFrk6j6Ha+zBCJ6wlE6Lq1WKzY2Nsp6fFtbW/rJZTqdfuLkstxqMWQCj6cJvv9MHz7/xqS+y+r5gVZ871MDaG3If7TRZDIhmUxCURQEg0Hs7u7qQcDlch3L0YJaOiHVfodr6Zjz0dDQgLNnz0KSJP1i040bN/RRtKPMsKizmPGfPnge/8u7/PjrN6Ywu7qDpjoL3n26B894OmruuSt3yNTYbDYMDw/D5/PpF5vu3LmD8fFx+Hw+DA0Nle1ik3bxU3s8dm0SVT+GTKJjKlvHZa5wqSnnSOb6+joURcHk5CRUVUVXV5e+2UQlTwxqNWQCQGujFT/+XOHTALUp1HNzc5idna3YaDKdXNpUbFEUEQqF9FE0ANjc3DxS2BzstOPnvk0q5eGWRaVCpsZiscDn88Hj8WBiYgKBQAD379+HLMvwer1lWZOtjWTun56/P2ym02l2bRJVCYZMomOmmI5Lq9Wqh9JS/VFeXl6GoiiYmZkBAPT390MURbS1tZXk8Y6qlkNmoXZ2dvTRI630/qmnnkJvb++JOTmrlemyx3Ukcz9tUymfz4dQKISHDx9iYWEBX/va1+D3+8u2RrsapFKpkuykfVQmkwmDg4Nwu92YmZmBLMsYHx9HIBDA0NAQfD6foXVSmfaPZO6nhU1VVbN2bTJsEpUfQybRMZFKpfSRS81ROy61P+CpVMrQaVCqqmJhYQGKouDRo0cQBAFutxt+vz/vnrxyyXwOjrv9U5U7Ozuxvr6OlpYW9PX1VfrwyoYnntXLYrHA4/Hg4cOH6OrqwsbGBu7evYvx8XH4/f6yTtmslEqPZO4nCAL6+/vR19en9+RqF6lcLhf8fj+ampoMfcxcI5nZji1b16YWUtm1SVQ+x/uTmegE0GpIMqe5HjVcarQ/4IlEwpATt2x9il6vFz6fD42NjUXffymchJHMjY0NfUdPVVX39OJ99atfrZlRPSPVys98UkYyM2kbUbW1teHZZ5/Ve3Pv378PRVH0KZvHYafjbKotZGoEQUB3dze6u7uxtLQEWZYRjUYRjUbhdDohiuKh/af5OmwkM9uxZXZtJpPJPZsFMWwSlR5DJlENytZxCUCvISl0/Zx2klbsusx0Oo2pqSkoioL19XVYLBZIkgSv11sV074OcpxD5urqqt5NCAB9fX0QRRHt7e36bbQRgJOEJ5rVTXs/mkwmmEwmuN1uuFwuvbN1bGwMgUAAHo8HPp+v6j9jjqpaQ2amjo4OPPvss3r/6eTkJKamptDT0wNRFNHZ2VnU/ScSCT04HoW206xWz6Wt29TCJutPiEqHIZOohhzUcWm1Wov+Q6ldJc6ccnsUqVQKsVgMgUAAW1tbNdmnqD2HxylkLi0tQVEUzM4+7g4cGBiAKIpoaWl54rYnMWQCHMmsZpkhUyMIApxOJ/r7+zE3NwdZlqEoCkKhEAYHB+H3+0u2PrCctAuK1R4yNZn9p4FAALFYDHNzc+js7IQoiuju7i7ovZtMJnNuWJcv7SJFZthk1yZR6TBkEtWAXOEys+PSCIWOZCYSCUQiEb3yorGxEefOnavJzTm0q+W1HjJVVcXi4iJkWdbXwWon3wetl8rsyTwpShXYtre39U23qHCZu2PvJwgCent70dPTg4WFBciyjFAohHA4DLfbDVEUYbfby33IhtE+h2rtc9Rut+P8+fOQJEl/Pa5fv47W1laIooj+/v4j/d4lEgnDLlRqYZNdm0SlxZBJVMVydVxqI5dG/xE86kjm7u6uvuFDMplEc3MzRkdH4XQ6a/qKsNlsLluVi9FUVcX8/DxkWcbS0pK+DjbfkR2tJ/OkMXIkc3V1FePj45iZmYHZbNancdbX1xv2GCfpBDjzwlougiCgq6sLXV1de9YHxmIxfX1gtpH7alerIVPT0NCA0dFRiKKIcDiMUCiE1157DXa7HaIo5t29q41kGoldm0SlxZBJVIVUVdVrSPLtuDSC9kf8sJCh7Uoai8WQSqXQ3t4OURSPTeVFLY5kqqqq1wqsrq7CYrFAFMUjr1E7idNljXrPLi8vQ5ZlzM7OQhAEDAwMYHt7G4FAAOFw2JBpnLUyrddI2abLHkRbH7i6ugpZljE5OYnJyUn09fVBkqSqqUvKR62HTI3NZtMraaLRKAKBAG7fvo2xsTH4/X4MDg4eGCITiYShF2kyZQubrD8hKh5DJlEVKabj0giZu8tms76+rm/qoKoqurq6IIoiHA7HsfoDXEshU9tkSZZlbGxswGq1YmRkBB6Pp6Bpmto0spOmmJ95cXER4+Pje6YlZ07TXFhYwPj4OEKhECKRiD6Ns5gdlo/T79thjhoyNa2trbh8+fKez62ZmZk9uylXO+1z6LjUtFgsFvh8PgwNDem7BN+7dw+yLMPr9eb83CrFSOZ+mWGTXZtExTsen1pENS5buLRYLLBarWU9ucg1krmysgJZljEzMwMg+66kx0kthMxUKoWJiQkoiqJvsjQ6Olp0b+BJHMkshNb9KssyFhYWYDKZ4PF4IIriEyOVDocDDodDn8YZiUQQjUbhcrkgiuKROgVP8gWAQqfgNzc346mnnsLIyAgURUEsFsP8/Dw6OzshSRK6urqqNjgcl5HM/cxmMwYHB+F2uzE9PQ1FUTA2NgZFUbJOLzdyTeZh2LVJZAyGTKIKMrLj0giZI5nZNo7RToqbm5vLfmzlZLFYsLu7W+nDyCqZTOrTzXZ2dtDQ0GDoJksndeOffMNbtjWvPp8Pfr//0Ol82jTOlZUVjI+PIxaLIRaLYWBgAJIkHen36iSd4BY6krlfY2Mjzp8/j+HhYQQCAUQiEVy7dg1tbW2QJKkqp/sf15CpydwleH5+HoqiIBAIIBQK6X9vGhoakE6nyz6amytssmuTKD8MmURlVqqOSyNoJzJra2v45je/ieXlZX2Exu/3FzW9r5ZU40hmIpFAOBxGMBhEPB6H3W7HxYsXMTAwYOh7hiOZ2amqitnZWciyjJWVlYLXvAJAW1sbrly58sSawf7+fkiSdGCB/Ukcycxn45+jqK+vx5kzZyBJEoLBIEKhEF599VU0NzdDkiQ4nc6qCQ7HPWRqBEFAT08Penp6sLi4CEVREI1GEY1G0dfXBwAVq8HKDJva3+/Mrk2GTaLsGDKJykSbbpNIJPQTByM7Loulre0DHq8hK+YkutZVU8jc3d1FKBRCKBRCMplES0sLzp07d+QKgHydxDWZB41kqqqK6elpyLKMtbU1WK1WDA8Pw+v15lzzqqoqXg0vIbywiTqrCc96O9HX+uRmP5lrBmVZxtTUFKanp9Hb24vh4eEDN6g5SSe0Ro1k7mez2XDq1Cn4/X79As6tW7cwNjZ2pJ1PSylziuZJ0dnZic7OTqyurkJRFP3v0szMDHp7e9HR0VGR49JqTfZ3bWphk12bRHsxZBKVWK6OS23kstIni6lUCrFYDIFAAFtbWwAed5w9//zzFbtyXGnVEDK3t7cRDAYRiUT0HXwlSUJPT09J3zPaCZSqqhV/b1bS/g2VtEDi8XgO/L144cEc/uNXHiK0sKl/zSwIeO+ZHvzGd51BV/OTF2yam5v1AntZljExMYHZ2Vl0d3djeHh4z0n1SbsAABS/JvMwVqsVkiTB6/Xu2fl0fHxc3/m0UiHvpIxkZtPa2opLly7B6XTi1VdfxebmJr75zW9WxVparWtTqzxh1ybRkxgyiUokW8elIAiw2Wwl6bg8qkQigUgkgmAwiN3dXTQ0NODs2bOIRCIwm80nNmACb4XMSgStzc1NvR4mnU7D4XBAkqSy7eCrPcZBP3sqreLO5ApWtuLotNfhrLMVJlPtnkxljmSm02l9Q6XNzc0jbaj0t7en8HOfvY39MTClqvjKm7N4OLOOz/30VXQ2ZZ8ZoE2BHh4e3rNBjcPhwPDwMBwOhxE/blVY2NjF7dgKkmkVUk8TvF25Nz8q1Ujmfpk7n2rvgTfffBOyLOtfL/fn4kkOmRrtOR8dHcX29ra+lra1tRWSJKGvr6/iYTNX16ZWOVbpv/dElcCQSWSwSnVc5kubfhkOh5FIJNDU1ITTp0/ra/umpqYQj8creoyVpp3QpdPpsp3c7a+H6enpgSRJZZ8app3Ia1fkM6mqij+9HsXvfyOEyeVt/esehx3/8p0+fPDpgYq/vwulqirC4TAURcH29jbq6+tx9uzZvEex1nYS+LXPv/lEwMwUXtjEf35Bxm9979kD70vboEaSJH2DmpdffhmdnZ36+rRafZ4fre/iP3z5Ab785gwSqbeeraveTvza+0/h7MCT61GNXpN5GLPZjKGhIbjdbkxNTUFRFDx48ACKosDr9R44VdpoDJlvVWrZ7Xb4fD5IkqQvIbh58ybsdnvFpzfn6tpMJBKsP6ETiyGTyCDpdBqJRGJPuCxnx+VhtFL4aDSKVCqVc0dFq9WKzc3NA+7p+NNO6JLJZMlP7lZWVqAoCqanpwEA/f39EEWxYoXx2kna/mmZqqriN774AH/ySuSJ7wkvbOITn7uLiaUt/OJ7hstxmIZJpVLY2NhAOp3G3bt39YDncrmO9Nr/zRtT2IwfPsX6b96Ywq++bwTN9YePiGmzC0RRRDAYRDgcxuLiIgBgdXW15qY0z6/v4Pt/9xpiS1tP/Nu10CI++Puv4NMfvYLLQ3svrJRrJHM/k8kEl8uFgYEBzMzMQJZljI+PIxAIZK3ZKAWGzLfWpWozCWw2G0ZG/qPodQAAIABJREFURuD3+/XZOLdv38bY2Jg+vblSvaLs2iR6C0MmUZGydVxWU7jc2NiAoiiYmJiAqqqHTr+0WCxP9GSeNNoJXSnXZWqdiXNzc1VVD6O9J/bvMPsNZSFrwMz0/3w9gHcOd+HpwcpszHEUyWQSkUgEgUBAr6spZrfe16PLed1uK57C2Oz6E0HqIPX19RgdHYUoirh37x4mJiYQCoWwuLhY8emCR/HJLz3MGjA1O4k0fv4vbuPFX/pWmDOmX1cqZGoEQUB/fz/6+vr0+hqtZmNwcLCkO28zZL41krl/qrLFYoHf74fH48Hk5CQURcG9e/cgyzK8Xi88Hk/ZRpz3O6hrU9s8qBrOD4hKiSGTqEDV1nG53/4Rst7eXkiShPb29gO/z2q16utKTuoueaUKmaqqYmFhAbIsY2FhASaTCUNDQ/D7/bDb7YY+VqEyp8tm+tQhAVO/3bVoVYfMRCKhT7WLx+Nobm6G3W7H8vIy3G53wfebOsJ+POl0YZv32Gw2uN1uTExMoK+vDwsLC7h582ZVVm/s92h9F1+5N3Po7SaXt/H1sXm8+3SP/rXMNe2VlFmzof0eh8NhRCIR/SJRU1PutaWFYMh8ciRzP7PZjMHBQbjdbn0n6LGxMQQCAQwNDZVlxDkXdm3SScaQSXQE1dxxCTw+Pq1jbH5+HoIgYGBgAKIooqWlJa/70P6QJ5PJil0FrjSjQ6aqqpibm4Msy1heXobZbIbP54PP50NDw5PVFpWUK2S+ElzM6/vzvV25xeNxPVwmEgm0tLTg/Pnz6OvrwxtvvIHl5fxGInM53deCL96ZPvR2VrMAsaf40er+/n5cvHhRH43VqjckSTK8O9UIr8eWkcwzid8ILe4JmZUeyczG4XDA4XBgeXkZsiwjFoshFovB6XRCkqS8P28Pw5CZeyRzP0EQ4HQ60d/f/8SIs9vtrujFPHZt0knEkEmUh2zhspo6LrUQoygKlpaW9BEyURSPPI1L+0POkLk3ZKqqihvhJdwMLyGRVjHS24xvO9UDmyX3a7+/Y9FisehVCdXaPZorZCb3/f9cEqn8blcuu7u7+nrGZDKJtrY2DA8PG14F88FLA/g/Xxjfs5lNNu8704cOe+G/V5lrZa1WK0RRhMfjQTQahaIoeOONNzA+Pg5RFOF2uyv+2aTJN2ACQHLfSG81hkxNe3s7rly5grW1Nb3rdGpqKu+ZI4H5dXzxzgxWtuLosNfhO8/37dlpV+tfrMafvVwOG8ncL3PEeXFxEbIsIxKJIBqNwul0Humiq9HYtUknCUMm0QGqveMynU5jenoaiqLoIUYURXi93oKnB2l/yDPXmJ402nOghcx7U6v4hb+8DXluY8/tHE11+PXvPI3vOt+/5+v7azDy7VisBpkVJpl8XU0Ym10/9Pt9B1RRlNPOzo6+M2sqlUJHRweGh4ezdutlVpgUytFUh0+8dwT/4SsPc96mw27DL73XmI2RMn+GzOqNWCwGRVFw584dyLJc8Z5HjdiT//ti/21L3ZNphJaWFly6dAkjIyP6GvjZ2Vl0dXVBkiR0dnbuec1WtxP4xb+8g68+nNtzP7/zVRnvO9OL3/7geTTVWfRRrpNM24CtkNe/s7MTV69e1ZePTE5OYnJyEr29vRBFsey7d2fK7NrMrD7J7Nqs5vc80WEYMomy0LYeTyQSe8JltXRcplIpPcRsbW0ZGmIyRzJPqsyRzIcza/iBP7iGzd0np84ubOzif/3zN5BOq/iei06kUin9JF+rwThz5kxFdzs8qlwjmT/0jBv/+xfuH/r9P/xM4esajbC9vQ1FURCNRsveM/qT7/DCZjHhP//jONZ29v7+nBtoxe/8wAW4OorbIOagMGw2m+HxeDA4OIiJiQnIsqz3PPr9/ry6PktF6mnGpcF2vHbIBkl2mznrRRugukOmpqmpCRcvXtTDZjQaxcsvv4yOjg5IkoTu7m7sJtP4sT96FbcnVrLex9/dm8XiZhyf+YkrDJl4fMGz2PdtW1sbLl++jI2NDb2HeHZ2Fg6HA6IoZr34VC5a2Mxcq7k/bLJrk2pRbZz1EJWJFi7j8XhVdlwmEglEo1F9R0yt4sDtdht28siRzL0h85N//yBrwMz0775wH2LDJiYiIezu7hZcg1ENcoXMD14awJ+/GjtwNPOCqw0fON9X0uPLZXNzE4qiIBaLQVVVdHd36yNIh8kcvS32d/zH3jaED11y4e/uzSD0aBN1FhOeEx246Goz9PPjoPsymUwYHByEy+XSd928f/8+FEWBz+er2Ij6r33HKfzgH1xHPJl7SvUvvXf4iXqXcvdkGqGhoQHnzp2DJEn6dO3r16+jtbUVD+MdOQOm5tXwEr50dxrdDJlIJpOG/X1ramrChQsXMDw8jGAwiEgkgmvXrqG1tbXiOzVn69rUwibrT6gWMWQSIXfHpdVqrYpwuX/TkqamJpw+fbokG3xwJPOtkBld3MLLgcM3slnZTuDPXhrDuzx2jI6Owul01sSoSza5QmajzYI//Ykr+JnPvI4b4aUnvu95qQv/9w9eRJ2lvCfE6+vr+jQ4VVXzXgtXSg02M/6npwZKct9HmdZrMpngdrvhcrkwPT2N8fFxPHz4EIFAAD6fD16vt6xh8yl3O/7kxy/jF/7iDmbXdvb8W6PNjE+8dxj/4jnPE99XSyOZ+2XWz2if4X92awPA4X9T/vzGBH7mVOm7eqtdIpEw/H3a0NCAM2fOQBRFhMNhhEIh3Lx5E01NTRBFsaKbZ7Frk44Lhkw60bSOy9XVVayvr8PhcMBms1VNx+X29rZ+tTWVSqGtrQ2iKJb0aitHMt8KmePzm3l/T7KpF+961+WKv2eKpZ1YZQszjqY6fPannsWdyVV86c40lrcScDTZ8J3n+3HG2VrW48zcaAV4vNuqJElobT36cdT6a3aYzF03Z2Zm9lQ8eDwe+Hy+sm1E9TafA9/85W/FVx/M4UZ4Cf8/e2ce39hZn/vnaPO+2/Ii21rPkWc8nn0mMykkFAKBtDSUpSyFlCX0tim9bKUlt7e3YSncllIoDQVKb1KaQIAUGloIJIQAWSazZPbMjHWOFsurvO+29nP/cN53JI1sy9I50pF0vp9PPh+wZemMpHPO+7y/3+95ovE4nO11uPOACfWV6YVEMcxkbofBYEBfXx/sdjs+/PzPAWy/WTAYWEKM0xdNq71cRKNR2XJIKyoq6OdCuoTOnz+PwcFBOBwOSbuEdkq6+JPJyUkEg0GYzWY1a1NF8ZT3lUulbEnNuJyZmYHb7carXvUq2W5mOyFxbkQUxbzOjaiVzOsiUxQzd0qtq60tiZs9+TekVjITf7+/pxH7exrzeViUhYUF8DyPiYmNzMWdRvRshRTtsnKTS2YkwzDo6upCZ2cnjdQRBAFer5eKzXzkCeq1GrxhoBNvGMistZq0Cyr9s8kEvV4PvVaDSAbxSDqtBrFYTLFO1PlCjkpmKnq9Hg6HA1arlfodXL58GS6Xq6At5kCy2BwbG8Pc3Bx6e3vV+BMVxaOKTJWyIlVcAhs3F5KdVWhhtbi4CJ7nMT6+kbdXCAc8tZJ5XWQ6mgzQMEA8gw7Fg+bCtWdKyWbtsoVmfn4eLpcLk5OTYBgGvb29YFkWtbW5u9mW2+KMYRh0dHSgvb0d09PTSXmCFosFDodDUfmtxAClVDhqbcavXNPbP87SjFhsuqzbZUmbaL6qiVqtFhaLBb29vdS5/dq1axAEAVarNSfn9lxhGAaRSIQaEKpZmypKRxWZKiVPuoxLADSGRKPR0J3icDhckGMkWV5TU1NgGEbS6sxOUUXmdZFZp43gUGcFzoyHtnx8e31FUnh8MbNVu2whmJ2dhcvlwvT0NBiGyTr/NROU8m/eilwqmakwDAOj0Qij0YiZmRnwPA+v14uhoSEq4pXQ2UEqmaXCXcfN24hMEQCDV5kYRNfKeyaTzCPmu4qo0WjQ3d0Nk8lEM6gFQYDH4ynouREOh+m6Rc3aVFE6qshUKVm2yrjU6/VJF2CDYSMcPZ8iUxRFTE1Nged5zM3NQaPR0CoCqawWAnJzKnRVt5AsL284qI6MjOAN7QA/a8BiKH1lT6dh8Ldv2Qu9tjRu6EqoZIqiiJmZGbhcLszOzkKj0cBqtYJlWVkqbKUkYLKltbUVra2tmJubSwqv7+npkaxinC2lVsn8TacR7zzag0dOj2zyCAavNetRuTSCGLMxf7y+vq6o6nK+IPehQs5Fkqr/7OwsBEGg54bJZMr7ZnA4HE46F9WsTRUlo4pMlZIjm4zLfIpMURQxPj4OnuextLQEnU4Hh8ORt3moTNDr9WUpMhMrygBQU1OD17zmGG67TYO/fOwynhVmkh7f11GH//Pbu3Gzo7UQhysL281kygnZeHG5XJifn4dWq4XdbofD4cjLuVFulcx0NDc349ixY3T2dXh4GMPDw+ju7gbHcairq5PldbdCFMWSWigzDIO/edMAzC01+NdnfZhZud4p0V5fgQ++0ob3/4YF09PTOHnyJFZWVvDUU08pqrqcL0hHTaHmIQkMw9CNmIWFBepoPTo6mjdHa7K2SfdeqFmbKkpEFZkqJUMuGZf5EJmxWIxm1q2urlK3QavVSl9fKeh0urJplxVFkc6lJVbNRkZG0NDQgNraWtTWAg994CZ4p1fw4tA8onERzo46HOyVNvtQCRSikimKIgKBAHiex8LCAnQ6HViWzZvraal9hlLQ2NiIo0ePUhdfsqDOxcU3W0qtXRYANBoGf3SrHe//DStO++YwtxZGS40BR63NtCuCzOKbTCZEIhFaQSPjFIUQ/Pmm0JXMdDQ2NuLIkSNYXl6G2+3GyMgIAoEAWltbwXEcWltbZfm+RqNRiKK45XpBzdpUURLKOWtVVLIkXcZlpuKSQC7acgiraDSKoaEheDweBINBVFZWYs+ePTCbzYq6cSai0+lKvpIpiiImJiYgCAIWFhag1WqTKsoTExNJM7wAYGurha2tcG2D+SCfIjO1qq/X6+F0OmGz2Qqy8VIMlUxCvhaJ9fX1OHz4MJxOJ42MGR8fz2seaam1yyZi0GnwCjZ9JwS5/tTW1qKvr49Wl0dGRjAyMlIQwZ9vlFLJTEddXR0OHDiAvr4+uN1u+P1+nDhxQraoMbIJnsm1MVVsxuNxNWtTJe8oc4WropIBJOMyURhqtdqsMi7JrKaUlcxwOEzDtyORCGpra7F//3709PQofsGk1+uxtrZW6MOQhXg8ToXN8vLypsKG3JzLDXLeyCm44vE4xsbGwPM8VlZWYDAYsGvXroLFBBTTQqtQQriurg6HDh1CX18fBEHA8PAwAoEAjEYjnE6nrA7YpSwyt4Jcf4jxD6kuLy8vJwn+9vZ2cByXVxfyfKHESmYqVVVVGBgYAMdx8Hq98Pl8OHPmDGpra8GyLLq7uyX5/u5EZBKI2BRFkc5tqmJTJV8o96xVUdmEdDEkOp2OistsMRgMkojM9fV1eDweDA0NIRaLoaGhARzHSb6rKSelWMmMx+M0/2x1dRUVFRXYvXs3LBZLWmFTriJTzkpmus+gv78fFotFEYtItZK5PTU1Ndi/fz84jqNic2pqCq2trXA6nWhpaZH82EptJjNTUkUmIVHwkzzlyclJ2ds1C4GSK5mpVFRUYNeuXXA4HLR76fz58xgcHITD4YDZbM5pjZKNyCQkCspUsQlAjT9RkYXC39VVVDJELnFJyFVkrqys0PmMeDyOlpYWcByHtra2ortw6/V62n5cbMeeSjQahd/vh9vtpu3KAwMD297wVZEpnciMxWIYHh6GIAhYX1/P+DNQuRGlCOHq6mrs27cPHMfRVsHnn38ezc3NcDqdkl73yrWSmSgA0lFTU3PDZ3DixAk0NTWB4zi0t7eXxPUbUHYlMxW9Xg+WZWGz2TA8PAy3243Lly+D53nYbLasOzZyEZmERLFJTILUrE0VuSies1alLMkk41IqDAZDVi2ii4uLEAQBY2NjAFASrUuJ7TXFKgIikQh8Ph+8Xi9CoRCtwGTarqzVaguWm1pIpBSZqQKfCJOenp7sv1dL48DSBFBRC7RygER5kYByBFwmKGURSFoFWZaFx+OBz+fDCy+8gMbGRjidTkmETjweLyqRIRWbVTJTSWzXJJ/BqVOnUF9fD47j0NXVpZjvy04ppkpmKlqtFlarFWazmY5oXLt2DYIgwGq17tjYTAqRSSBOs2rWpoqclN9VW6Uo2EnGpVSQSmam1TuSmTU5OQkA1PEvn5lZckFu6JFIpOhEZuosbF1dHfbs2YOurq4dfW+0Wm3JtQxnghQiMxqNwufzwePxUIF/4MCB3GaT/CeAX/8d4P3l9Z+1sMCxPwYOv18SsVkMKFUIV1ZWor+/n4pNr9eLU6dOSTIuoLbLZnYNJiMALMvSa+CLL74o+WxgPinGSmYqGo0G3d3dMJlMmJycBM/zEAQBHo8HZrMZDocjo1gaKUVm6vGpWZsqclC8Z61KSbKZuNwq41IqDAYDff3Ndk1Jjp8gCDTuwmKxwOFwoKamRrZjyzfkhl5MIisYDNJd/FgshsbGRnAch46Ojqy+N+XaLptLVS8SidDFbTgcpgLfZDLldu6+9EPgB3cDYsrnMSsAP/kYMHEBeONXshaaaiVTOoiJk8PhgNfrhcfjwZkzZ1BXVweO47L6LpRru+xORSaBmJnZ7Xb4/X4IgkBnA1mWRW9vb9FsHpJKZjGLTALDMOjo6EB7ezvNZPb5fBgaGsoolkYukUlQszZVpKb4z1qVkmCzjEtSuczHRY0Iy3A4fIPIJFELgiBgcXGRxl3YbDZUVVXJfmz5JrGSqXTW1taoAYmUs7DlKjKzqWSS6rHH40E0GkV9fT327dsnjdnVcgB47I9vFJiJnPt3wPJKYO/v5fZaRUCxCOFE12ZignL27FkMDg6C47gdVdXKXWRmK7B0Oh3sdjssFgudDbx06RJcLhccDodiDLe2IhqNZhxFViwwDIPW1la0trbeEEvT2dkJlmXTRgOFw+G8VBXVrE0VqVD21UWl5BFFkcaQZJtxKRVkdzAcDtOqZKobpsFgQF9fH6xWa0Fy/PJFMVQyV1ZWaEi8KIowGo3gOA4tLS2SPL9Wq6VzqeW0wN2JyAyFQrQ1klSPpZrDozz/j0A0uP3jTn4ta5GpVjLlg5igWK3WpKqay+WiVbXtzi+yuC03sq1kppI4Gzg6OgpBEHDlyhUIggCbzQabzabYmcdIJKLYY5OCxFgaQRAwOjqKiYkJtLW1gWXZJKfgcDic13VHOrGpxp+o7ARVZKoUBCkzLqWCDOATB9tUR9I9e/bAbDYrfudXCpRcyUw1Wurs7ATHcWhsbJT0dcjnTEwQygXSDrWV4AoGg3C73TSmRw5HUVz7MfD8l4HRM5k9fvwc8LNPAq/8BFAjzUaDEikmIZxIalVNEARcvHiRis2tnIbLbaOHIJXIJGg0GvT29qKnpwcTExPgeR6Dg4Nwu91ZGdHkA1LJLHXq6upw8OBB9PX1wePxJDkFsyyLjo6OvItMQqLYVLM2VXZC6Z+5KooiFoshEokkiRedTge9Xl/wGwkRVn6/H+fOnaMVzf3796O7u7toZlikQImVzLm5OQiCgEAgAEB+oyXyecdisZLeSU8HMYFIZX19HYIgwO/3Ix6Py5fL99yXgaf+eud/d/JrgOunwHsfBxpMGf+ZujjKH4lVtZGREfA8T+MdNmvhVI1/pL33MAyDrq4udHZ2YmpqCi6XC4IgwOv1UiMapYyBRCKRku4aSqW6upo6BZP59tOnT6Ourg7BYBANDQ0FOzY1a1Nlp6giUyUvyJ1xmSvBYBAjIyMAgImJCTQ0NGDv3r1Fbf2eC0qpZIqiiNnZWbhcLszMzIBhGJjNZrAsK7vRUqLILDcYhkkSmaurq3TuVY7W5CRGTmcnMAnzQ8APPgC8/2c7/tNiqhIW+3VJo9HAbDajp6cHY2Nj4HmetnDa7XaaJViOLesEuUQmgWEYtLe3w2g0YmZmBjzPw+v1wufzobe3Ny/X2e2IRqMZOa+WGhUVFdRAi8w0RyIRzM/P08+nUGunzcSmmrWpkooqMlVkI58Zl9myuroKt9tNTWOAjQrZwYMHy/oCWehKJnHx5Xkec3Nz0Gq1sNlsed1hL2eRSRYPiXNCoiiio6MDHMelNaWQBFEEnv2H3J9n+AWAfwLgbs/9uRRGMQnhTNBoNOjp6UF3dzfGx8fhcrlw7do1uN1u2Gw2WCwWAMUvqrNBbpFJYBgGbW1taGtrox0jfr8ffr+/4NFcpT6TuR1kptlsNuOnP/0pGIah5k2k/bxQ70+i2CTrvcSsTVVsqqgiU0VySPtEJBKhN0m5My53ytLSEl08A0B7ezvsdjtOnDiRNzdbJVOoSqYoinRWaHFxETqdDizLFmRWiCzslNQynE/m5+fx9NNPAwC6urrAcZx8rVqxKHDmX4HT/wLMeaR5zu+8Hdh9J3DH3wO1bVs+VDX+KTwMw8BkMqGrqwuBQAAulwsulwsez8b3oZg+G6kg15583jObm5tx00030dn30dFRjI6Oyjb7vhVEuBR6lEYJkLWUzWZDbW0tBEHA1atXwfM8NW8q1DwtmeNPzdokYlPN2ixf1DNXRTIKmXGZKXNzc+B5HpOTkwAAk8kElmXp4lmr1dIsqnIm35XMeDxOXQ9XVlag1+sL7uJbjpVMYqdPzoG8VDFiEeB77wH4n0r8xCJw9TEgcBn4wM9Lxgyo1MUWwzDo7OxER0cHpqamMDg4iIWFBQwPD0Ov18Nut6OysrLQh5kXSDWoEPfOhoYGHD58GE6nM8n1VNZW+RTI/aecK5kEck2uqKiglf9AIACe58HzPDweD8xmM+x2e0Hbi9WsTZVEVJGpkjPpMi6VJC5FUcT09DR4nsfs7CydBXI4HKitrU16rMFgUEUmrrvJyV3JjMViNCJmbW0NFRUV6O/vV0R+WzmJzMTNF/LZ19bW4tChQ/K/+HNfkkFgJjDnAZ7+DPDGL2/6ELWSqTzIvGBDQwOeeOIJVFZWwu12w+v1wmKxKMqcRi6IyCwkia6nZC57ampKsjzirSD3n0LfC5QAWZeQTdfEzZiZmRlq3OTz+ejmYF1dXcGOV83aVAFUkamSA0rKuNzs+BJbL7VaLex2O+x2+6aLE1VkXken08lWyUyNiKmqqsLevXsLamaQSjmITGKqND09DYZhYLFYwLIsTp48mZ/zNxoGTn9T/te58G3glj8DGrrlfy2ZKSYhLAXk39vb24vW1lZqTjM0NETNaUrVGEYJIpNQXV2Nffv2wel0wuPxwOfz4YUXXkBjYyM4jkNHR4fk1wxy/1FF5o0ik5A4Tzs/Pw9BEDAyMoKRkZGCtDinomZtljfqmauyY+LxOI0hIQuAQmdcph7fyMgI3G43bb10Op2w2Wzbtl4aDAasrKzk6UiVjV6vl7ySGYlEqC07iYg5cOAAuru7FTevUaoiUxRFzMzMwOVy0cq+1WoFy7J082WzCBPJiMcB1+PAc/8ArE7J9zqEWBj4ykHg+D3Aq/8K0CQv3NVKpnIh30ONRoPW1la0trbSyvvQ0BD8fj96enrAsuwNnSnFjpJEJqGyshL9/f1gWfaGiA2O42AymST7bpL7j9ouu7nITKSpqQlHjx7F0tIS3G43bXFua2ujLc6Fum6oWZvliSoyVTImHo/TyiVBSeKSVMc8Hg/W19fpzXAnrZdqJfM6UlYyQ6EQ3f2ORqOor69XfERMqYlM4tjrcrkwPz8PrVYLh8ORdsYtNcJEUmIR4IcfBK78Z05Pcy3eg7NxDiIY7Nb4cZARsOVXKRbaaM1dDgBv+hq2frA0kNYwKb/jUgjhhbUwnro2hYW1MJprDHjNrnY0VClzIZ/YJUNobm7GsWPH6Azx8PAwhoeH0d3dDY7jCtomKCVKFJkEg8GAvr4+2O12+Hw+eDwenD17FoODg2BZFj09PTlvHKqVzOtkIjIJ9fX1tMXZ7XbD7/fj+eefR1NTEziOQ3t7e0HF5mZZm8Q8SAnrSRVpUM9clW1ResZlOByGz+dLqo7t27cPPT09Oz4+vV6fZL9dzuj1eqyvr+f0HOvr6/B4PBgaGkIsFlPETS5TSkVkiqJI3TozdezVaDTymT49/ZmcBKYr3o2/jHwAL4rOpJ/3McP4lP7fcJNmcOsnuPgIsO8dgO1V9EdSVzLJporX60VFRQU4jpNk0Z0r4Wgcn3v8Gh45PYxQ9PomQpVei7uOm/GJ253QaZXVUZBoIpdKY2MjrdzwPE+dUGV3Q84TsVisYI6hmaLX68FxHGw2Gx2BuHDhAlwuFxwOB8xmc9b3UrWSeR0iMnfyXlRXV2Pv3r3gOI7Oa546dYpWnbu6ugp2TVKzNssDVWSqpKUYMi6DwSAVMFJVx8gNPRwOl7ypxHbkUslMzR9tbW0Fx3FobW0tmpsG2T0vVpEpiiLGx8fB8zyWlpZ21DYuW7tscBE4/a9Z/zkfN+Ft4b/GEmoAiACuf5cGxV68O3wvvqX/W9ysvbr1Ez37RcB6q+TVzFAoBLfbDZ/PRzdVgsEgXXQTsZnLBlaiudpOiMVF3PPtc3jq2uQNv1uPxPCNZ7wYW1jHP73zgKLO0cR22c2or6+/wQl1fHxc/lxXmSmmzU6dTkdzG4lT+OXLl8HzfNZ5jmol8zrhcJi2nO6UyspK7N69GyzLJlWdr127BofDUVAvBDVrs7RRz1yVJNKJS6VlXKYKmObmZnAcB6PRmPOFiNwEVZG58V5Eo1GIopjx+7q8vAye5zE2NgZRFNHe3g6O49Dc3Czz0UpPsVYy4/E4xsbGwPM8VlZWYDAYsGvXLlit1owXebKIzPAa8OsvAJHVrJ/iryLve1lgAokCkxCBHp+MfhC/0nwMGmaLqqTvGeDrrwRe81cAd3vO141gMAi3200r9i0tLXA6nWhtbYUoihgeHoYgCLh48SJ4ngfLsnlf2D2vawl4AAAgAElEQVR+eSKtwEzkx5cm8LsHTHjNrvY8HdX2ZCIyCcQJlYjN4eFhBAIBGI1GOJ3OnK5D2Yr7XCgmkUnQarUwm83o6emhm1xXr16FIAg0zzHTWCq1knmdcDgMg8GQ0/ePVJ3tdjutOl+6dAkulyvrjQCpULM2SxNVZKoA2DzjklQulbCLtLS0BEEQqICRI6+L3PzUuczkrMztbjxkNmpiYgIASqJdLZ8ic341jO+eGcEPz40isBREXYUOt+/pwF3HLbC21mz/BLhueCUIAlZXV3OKgyG7ypIQiwK//lvg9L8AwYWsn0aIm3BK3I3UCmYqw2I7fh3fi9/UXtz6CScvA995O/C73wDqjgDYebvs+vo6FZekYk/EJYG49vb29mJkZAQ8z+PSpUtUbO60nTBbsfPwSX9Gj3vopF9RIjPdTOZ21NTUYP/+/eA4Lil2g3w+mRqghKIx/PDcGL5zahjXJpagYRgcMjfhPcfNeH1/BzQaee+LxSgyCRqNBt3d3TCZTNTl3eVywe12w2q1ZpR3qlYyr0NEphRotVrYbLakqjPZCLBarbDZbAVt0yZZm4liMzVrUxWbxYF65pY5JOMyEokkiUulZFwCGxl+giAgEAgA2BAwLMvKYstNLuJy50MWA0RYbiUyU/MVictjKRhvkJuY3CLTFVjGXQ+cwuRSiP5sORjFg88P4eGTfnz57QfwW3s7N/37WCxGK2XE8GpgYCCnWSjJjH/iceA//xB46Qc5P9WFuP3l/7X9NelC3LG9yAQAiMB//09o37KznM719XUIggC/3494PI62tjYqXjaD5PP29PRgdHQUPM/TdkIiNuVcTF8czUzgXxzJfiNADnZSyUyFxG5wHJdkgNLc3Ayn07llxuNyMIL3PXgGL/rnE34q4gXvLF7wzuK393biy2/fL9sMK+kqKlaRSWAYBl1dXejs7KR51STvlORVbxZBo1YyrxOJRLYV5TtFo9Ggt7cXPT09mJiYgCAI4HkeHo+HfjaF7OgiYjNxVjNVbEptrKYiLarILFOKIeNyenoagiBgZmYGDMPQi56cNvVqJfM6ZMEbiUSSbjSpn41Go6Hh6DU1mVXdigEyKyKnyFwNRfHeB08nCcxEIjERH/7ueZhbqrHHlFwVTs0aJQvqXGf+AAnbZa8+JonABAAxA3GZzWMRDaLO9SjAHNu2krm2tkYrY/F4PKs2TLKw6+7uxtjYGFwuF1566SUIggCHw7Ft5bkQbZuFZCvjn0ypqqrCwMAAFZuJGY9OpzOtEdknf3g5RWAm8+NLE7C01ODPbndu+phcINedYheZBIZhYDQaYTQaMTs7C57n4fP5MDQ0tGkETaLjaLkTDodRX18vy3OnbgQIgkCNgpQQD5QuazMejyMajdKZTTX+RJmoIrPMSMy4XFhYwLVr16jLmFLEJdlRW1hYgFarhd1uh91uz8uOGhGZoVD6RX85kdguC1x3KeV5viCfTSHQarXyuawC+M/zY5hYDG75mGhcxDef9eIf33Fg4/9Ho9S8IRQKyZI1Kkm7rCgCL3xVkuMBgD0aH3libFfNvP7YzGi6+HXsbRkEs7obSNMhQcSl3++XbNZYo9Ggp6cnSWxeuXKFik2r1SppZXPA1IAzQ5uLJvq47sIFt6cjl0pmKqSFnGVZ6v576tQpNDQ0gOM4dHZ2gmEYDM+u4fFLE9s+37deGMI9v2lHtUH6pVSpicxEWlpacPz4cczPzydF0JhMJnAcR8VUJBJRTEdVISHrNqnaZTcjcSMg9bORs4NsJ8eXmLX5xBNPoLW1Ffv27VOzNhWKKjLLhHQZlzqdDmtra4jFYgVvR4nH43Q2YGVlhTphWq3WvM4GqO2y10k0QSKfzdLSEnQ6HbWsV7q9fq7IXcn8r4vjGT3u8csT+NyduzE6PASPx4NIJIK6ujrs2bNH0vBzAqlk7sT0iSKKwKXvAy/8ExC4LNkx7dYM4wAj4LzIbvm4Tszi1ZrzO3puRozDOvM0Yt97E/CBJ4EGE4ANkzFSuRRFURa3UoZh6Oza+Pg4XC4Xrl69CrfbDbvdfoNhU7aVzHcfM2ckMt99U+/O/gEyk81M5nYQMyyHwwGv1wuPx4MzZ87QaIefuIPIZItlORjFs8IMbu/vkOzYCKUsMglNTU246aabqN/C6OgoxsbG6HkWjUbVeUxcX4/ILTITSf1sxsbGMD4+DqPRCJZlM55rlgPyukR4MwyjZm0qFPXsLXG2yrgkF+9CtoZGo1EMDw/D7XZjfX2d7jSbzeaCCF9SzVXbZa8v6i5cuIBQKJSVS2mxI7fInFvN7HsWiYn48RNPoZKJ3lB1kYPE3MgdvYYoAk/+b+CF+2U5rk/r/w2/F/4/WMcm+Z6I47P6B6Bjsmv11S6NAj/6E6y+5dvgeR4jIyNUXDqdTll38RmGgclkQldXFyYmJuByuXDt2jUqNm02W07n3W8NdOI/z4/hV67pTR9ze387blOQ6Q8gbSUzlcRYn6GhIRrtcHE8882zhTV57hXlIDIJ9fX1OHToEJxOJ3WODwQC0Ol0qKioyG6zq4Qg65F8ikwC+Wx27dqVZKLV3NwMlmULlnlN3pPKykro9Xo1a1OhqCKzRIlGo4hEIkniksSQkJsWqUIFg1u368lBJBKhLX/hcFjSebJcIKZH5SwyY7EY/H4/eJ6n/3/Pnj2yGZOMLazj2yf9ePLqJFaCUXQ0VOItB01488Fu1FQU9hIlt8hsqs4wUoQR0dpQi/5dfXm5qZMFPTFYyBjX47IJTAAY0PjwHcNn8ReRPwQv9iT9zoRpfEb/IF6tvZD184sAGO8vcerH/47lyo0ZJafTmVeX5MT5KOLKOTg4CI/HA7vdnhQttRN0Wg2+/u5D+PSPr+LRF0cQiV2v1Rl0GrzraC/+1x27ZHdM3SlSzGRuh16vB8uysFqt8Pv9eHaKz/hvW2vl6eZQksg84Z7Bv50YwgnPLMLROGxtNXjHkR783pEeSVuFa2trsX//fhpB4/P5EI1G8dxzz0kWU1aMFFJkEsgazel00nnNU6dOob6+HizLoqurK6+zs2TdWllZqWZtKhhVZJYQ6TIuAdAYktQLADH6yef8YTAYpBeoaDSK+vp6DAwM5P0CtRXlKjIjkQjdzQ+FQtTJjmVZ2O32bf46O568EsCfPnIeoej1ylNgKYgLIwv45rM+PPSBozC3FM5MSKfTyXp+/PberoxaGF/NNuPVrzqet5skORd3PJd56usyHE0yBzQePGH4C5wW+3A2zkKEBrsZP27RXIR2q2zMDCDv7tGJbwFv/DJq7UdzP+BsjyVBbAYCAbhcLgwODtLPJtWQKxMq9Vp87ncH8LHXcnjyyiTm18JoqTHg9v4ONNUUbgG7FXJWMlPR6XSw2+34SFMHfviFXyG+zdepucaA33C0bv2gLFGCyBRFEf/3p4P4xjPepJ8PBpZx339fxSOnR/DQ3UdhrJPW9bSqqgp79+7F2NgY9Ho9lpaWcPLkybx0cSgRJYhMQmVlJXbv3g2WZWmh4OzZsxgcHITD4chboYDclxNHdtSsTeWhiswSIJeMy8rKyrxUMlNdGQvdarEVBoOhINXdQhEOh+nNIhKJoLa2Fv39/WhpacHPf/5z2Sp5V8YX8SffOZdUUUlkeG4Nf/DAafzsI7egUl+YhZbclcw3HzTh/l+6Mb28uZDVMgz+5LZdeT1PEiuZGTF5BTj9TcD3jIxHdR2GAW5iBnGTZlCW569duAY89HrgDX8H3PSHsrxGpjAMg87OTnR0dGBychIXL15EMBjEM888Q423drr4bK2twLsUNnu5GfkUmYTu5hq85WA3Hj07uuXjPvAKq2zXJnLdKeRM4vdfHLlBYCbimlzGPQ+fw6N/JM8GWDQahdFoxMDAAL1HnTlzBrW1teA4DiaTqSwEg5JEJkGv11NvBjLydPHiRSo25R55Imu0zXwh1KxNZaCKzCJGiozLiooKrKysyHaMiUPjoigqYmh8OwwGA5aWlgp9GLITDAbh8XgwNDSEaPTGWT/Sai2Xu+o3n/FuKjAJQ7Nr+PGlCbz1ULcsx7AdcovMuko9vvb2PXj/Q+exFLpR0GkZBl94214c6JXOaCYTyLm5rciMx4En7s1LBTP/iMBPPwE0mQHu9kIfDBiGQUdHB80Nrq2tpZl2NpsNdru9JI24ChXZ8pk37cH0SmjTGdbf7mvA3TfLJ9QLXcmMx0V8/debC0zCi/55nPXP47Ale6fldBBhQDbLyewsiW06d+4cBgcHwbJswcds5IaITCV6Ieh0OthsNlgsFmoQeOXKFfA8D5vNBpvNJos4JpXM7bJD1azNwqKKzCKEiMtwOJxzxmVFRQVmZ2clH6wn9teBQAAAFGF/nSkGg4Hmh5bihSc1SL65uTntvAu5+MrhtBuKxvCTy9tHBADAY+fHSlJkLi8vQxAEjI+O4hN7RFxcrcOJiTimV8Koq9Tj9v4O/MHNZvR1yJONthUZVzJ/9fkSFZgJPPclRYhMAjlHjx07hqWlJbhcLpprZ7Va4XA4SkpsFqKSCWy0Fv+/PziCJ68E8O1Tw7g2sQSNhsFuYyWONgVh0s3iF794SraFdKFF5tWJJfhmVjN67H9fHJdcZJLNzcRKrl6vp/E+RGxevHgRLpeLVs9K0Y1WiZXMVEj+b09PD50ld7lccLvdsFgskkedbVfJTGWzrM14PK7Gn8hI6Z2NJUxixmWu4pJQWVkpWQaTKIqYmZkBz/OYmZkBwzDo7e2Fw+FAXV1dTs+dTxKjO0ppsbayskKd+0RRRFtbGziO27SqTC7KclQyl9aj21YxCVu1ksoNuSFJueGwtLQEnucxNjYGYGMD5laOw3vyaC6zHRmJzPV54MRX8nREBWT4BeDCI8DetwMKaK9KrOwZjUa0tbVhZmaGLuh8Ph8sFgscDse2u/zFQKFEJgBoNQzeMNCJNwx0Jv2cZAa7XC64XC54PB5YrVZJq8mFFpnzO3DNnV+TfiOSbG6mq95ptVpaPRsZGYEgCHjppZfA83za2J9ipxhEJiFxlnx6ehqCINBMWrIerK2tzfl1QqFQkpHlTo4vUWySqC4Sf6KKTWlRRWYRkC7jUqvVwmAw5OyYRW6IJKIiG8gNl+d5LCws0BuAw+GQdOcqX5D3oVREZmIGGYAdZf3p9XpZKpl1lTpoGGxrrAEADVWFWyyQG1g8Hs95sbewsACe5zExsVHB7e7uBsuyNHhcSSRGmKRFFIET/wREy2R2+bE/Ap75AvC2B4HOfYU+GgDXPyOGYdDW1pYkNj0eT5LYLMbrMEGOnMxcSZyTnZqaSqomSyXwyeZeoURm8w6MoHby2ExJV8lMRaPRwGw2o7e3F+Pj4+B5HteuXYMgCLTCXAr38HA4nPEIlFIgm2BGo5G2+Pv9fvj9fnR1dYHjuJxcu0OhUE6fLRGboigmxZ+oYlNaVJGpYKLRKFZWVpJuMiTjUqobD7kRBoPBHVcb4/E4RkdH4Xa7sby8nDQIXswXdiIy5RBX+SS1ZdlkMoHjuB2JGrkqmZV6LV7dZ8RT16a2fewdA9IHnWcKOc+IDXo2zM3Nged5TE5O0uo+y7KS7ObKxaaVTFEELj6y0UI6k3nMQ0kw5wG+9Ubg7l8ArWzBDmMrx9/W1la0trZSsen1ejE0NASz2QyWZYtSbBaykrkdDMOgvb0dRqPxBoGf63te6Erm7s562Ntq4JnevmX2zv1dkr/+VpXMVBIzZicnJ+Fyuei8shytmvlGik6zQtLc3IybbropyaNjfHwcRqORdlPtlGAwiOrq6pyPLVFQpopNAGr8SY6oIlOhrK+vo6mpCXfddRe++MUv3pBxKRWJlcxMITmKbrcb6+vrqKiowO7du2GxWEqiRYVczPMZ7SIlpGV5eno6Z1Gj1+tlc9q9+5W2bUVmc40Bby7QPCaQLDJ3yuzsLFwuF6anp6HRaGCxWMCyrCQ3RrnZVGQ+/Rng2S8W4IgUQnARePqzwO99q9BHsuWih4hN8h30+Xzw+/3o7e0Fx3FFteDOR05mriRWk9O959mc94UWmQzD4J5XOfDxRy9u+bjjthbs75HeayGTSmYqxByrvb09qVXT5/Nl/TkogXA4XNQik1BfX49Dhw6hr6+Pju5MTU1t6guxGaIoIhQKZdSNlSnbZW0Wc+GkkKgiU6FUVFSguroagUAANTU1su3i7kRkRiIR+Hw+eL1ehEIhVFdXY+/evejt7S0pZ7fEdtliQRRFTE9Pg+d5zM7OQqPRUBOQXG6qer1eNvfhY7YWfPrOfvz1j64gXW2moUqPB957BPWVhW+XzbSam+5zKMbW8bQic+i58haYhMH/BlamgFpjoY9kW1paWnDzzTdjbm4OLpcLQ0ND8Pv9tMpWDAtuJVcy05H4nvM8T9/znp6eHW32FVpkAsBbDnVjeG4N//gLIe3v95jq8dXfPyjLBsBOKpmppLZqJn4OZEyhmHwiwuFwUZyrmVJTU4N9+/bB6XTSTYCTJ0+ivr4eHMehq6try+9UNBqVTfglZm3GYjHaPquSHarIVChk5mNiYkLWL3hiu+xmhEIheiGIRqOoq6tDf39/yWZUFVO7rCiK1MltcXERWq0WDocDdrtdEtMPnU4n6/tw13EL9pga8ODzQ3jySgChaBwtNQa85VA33nuzBV2NhRVmmVYyRVGks1nz8/OSfw75Jq3IPPWNAh2NwojHgH+9DXjFR4GDf5B3M6Ct2mU3o7m5GcePH8f8/HyS2CTVnZqaGhmOVBqUOJOZCc3NzTh27BidxR4eHsbw8HDGs9hKEJkA8NHXcriFa8O/vzCE592zCEdjsLbV4l1He3DnfpNsOaHZVDLTkfg5CIKAkZERjIyMSDIXmA9EUSyZSmYqlZWV6O/vB8uytIDx4osvoqamBizLoru7O+33P9P4klxJnHtXyQ5VZCoUIjJdLpesURpkmDxdJXNtbQ1ut5tGXTQ1NYFlWXR0dJT0SVcMlcx4PI6xsTEIgkDnYUmOmJQ3I51Ol5QpJQcHe5twsLdpI5onJsKgU85icjuRmegyubi4CJ1OB5Zliz6zMMn4J7QCvPQfAP+zAh+VgljwAz/+yIbz7Ju+XhDX2WyuwU1NTXTB7XK54Pf7MTw8jJ6eHnAcp0ixSSIGivWe09jYiKNHj1JX6dHRUYyOjm4rcmKxGK2oFJpD5iYcMuc3qzeXSmY6GhsbceTIESwvL1N37/HxcbS3t4PjODQ3SxvBIhXRaBSiKJakyCSQHFS73U5HsS5cuIDBwUHY7XZYLJakzQayXpX7HpvNhp5KMqrIVDAdHR349a9/jVgsJtuNhmEYVFZWJlUySX7f6OhoRlEXpUZihInSiMViGBkZgdvtxurqquzzsOQ5I5GI7Bd0hmFg0Cnr+0VubKkiUxRF6ma4tLQkm8gvFOR6Y+D/C3ju00BoqcBHpFAufQ/oPgIc/WDeXlKKhU9jYyNuuukmLC4uwuVyYXh4GCMjI+ju7gbHcYoypZJzgyuf1NfX4/Dhw3A6nfT+Oj4+vqnbdy5mY6WAVJXMVOrq6m6YC5ycnERrays4jkNra6ui1jnFFF+SKzqdjkbQkGiaK1eugOf5pDxasl6Vu5KZGBelkh2qyFQwnZ2diEajmJmZQWdn5/Z/kCUVFRUIhUKYn5+HIAg0YqGzsxMsy0o6XF0MaDQa6PV6RYnMaDRKd/iCwSCqqqowMDAAs9ks60KE3OCj0WhRV+ayJbWSSSrIPM9jZWUFBoMBu3btKrlcNo1Gg86FF9F4/p+AtBOzKpRTXweO3A3keSEixcKnoaEBR48exeLiIniep62ERGwqYW6NVDJLhbq6Ohw8eJCKzeHhYQQCARiNRjidTlpRU0WmPCKTQOYCOY6Dx+PB0NAQTpw4gaamJnAch/b2dkV878pJZBISo2nIOBDJAU7cUM/XmkQJ34NiRRWZCqara8MWfGxsTDaRSVpxl5eX8cwzz4BhGGpQoIQFRqEwGAyKEJnEbMnj8SAcDqOmpgb79+9HT09PXnb3EyuZ5QhZ5EUiEfj9fgiCQCvI/f39N7TxlAoaiOgfewSMKjC3Z9YNeH8N2F+Vl5eTo4WroaEBR44cuaGlM5vYI6kplUpmKuRaznEcHUuZmpqiFbVoNFqS15ZMiUQi1O1TTqqqqrBnzx6wLAuv1wuv14tTp05lbEIjN+UoMgkMw6CrqwudnZ3UUM/j8dDPIxvX952gtsvmTvlewYoAIjLHx8clf24ySyYIAubn5wFAEjfSUqHQIjMcDlOzpUgkgrq6OgwMDKCrqyuvC67ESmY5Qm5mL730EiKRCCorK/NSQS40hrEXUBOeLvRhFA8PvQlwvgF441eA2ra8vKQcC9/Elk4iNsfGxtDV1QWn01kQsSmKYkmKTAJxaWdZNqmiptVqUVFRIasng5LJt8iuqKjArl274HA4qNgkJjQcx6G7u7sg30OyDimlTpmdkuoWfObMGQSDQTz77LMwmUxgWVZWA6dyPP+kQhWZCkYOkZlqGKPT6dDc3Iy5uTlwHFeUTphyYDAYsLa2lvfXDQaDVFzGYjE0NjaC47iCmS2VayWTtCfzPE9/tm/fPvT09JS0uMTaHHDu31F74v5CH0mRIQKux4EZAfjAk0C1fCYi+dhdJ3NrHMdRR87x8XF0dnbC6XTm1ZGz1NplNyOxouZ2u+F2u7G2toZnnnkGTqdTMe2b+SISiRREWJH5+kQTmvPnz2NwcBAsy+Y9sq2cK5npaG5uRkNDA2KxGIxGI8bGxjA2Nob29nawLIuWlhbJXkudycwdVWQqGNIiK4XIjMViGB4epjeuRMOY0dFRzM3NIRgMqiLzZchMZr52kdfW1uh8TjweR0tLCziOQ1tbW0EvcOVWyYxEIhgaGoLH46FZsOFwmDrclTSTV4CH3gysBFC6dSOZmRU2skRv/xvZXyof1wUyP8hxHK1sTkxMoKOjA06nE42NjbIfQ6m2y24GacUfHx+HKIpYWVmh7ZtOpxOdnZ1lsegtdLswMaGxWCzUhObSpUtwuVxwOBx5G5UgG7yqyLxOMBhEdXU1Dh8+jF27diUZOLW0tIBlWRiNxpzOE1EU1XZZCVBFpoIhlcxAIJD1c6RbNO/duzdpN44MT6eLMSlXDAYDRFFENBqVdTc11cnXaDRSJ18lUC6VzEgkAq/XC4/HQ9uT9+zZg5aWFjz55JPJeZGlSHAJePitwEr21xqVlzn/MPDqvwL0pbNhV1tbS81qiEFQIBDY1BlVSspNZBJIJ8uhQ4fotenMmTOoq6sDx3EwmUwlLTYjkYgiXI61Wi0sFgt6e3up6RtxPCVOqHIKQLIuU0XmdUKhEG3dTzRw8nq98Pl8OHnyJBoaGsCyrCQztaV8nsmNKjIVTGVlJVpaWrKqZIZCIXrCkUVzf38/TCbTDTdsUr1MjDEpdxKzMuUQmcTNkXy2nZ2d4DguL5WBnVDqlUwy++r1ehGNRtHQ0ACO42i1gIhruQ0GCs6l7wHL0s9+lyXBBeCxPwZu+TOgvV/ypy9kC1dNTQ0OHDhAxSZxRm1vb4fT6ZRFbJb6TOZmEHfZxPZNYgJ39uxZDA4OFnRWUG4KXclMRaPRoKenB93d3dTxdHBwEG63G1arVbZsZGKAVNJjGjtAFEWEQqEb3uuqqir09/eDZVl6npCZWpZld2yWqLbKSoNyzmCVG2AYBp2dnZiYmMi4bXN9fZ061WU606dWMm8kUWRKGVA+NzcHQRAQCATAMAy6u7vBsmxB3Ru3olQrmaFQCG63O2n2Nd3cU2qESUkSiwBnv1Xooygtrvxw479XfBR4zV/nPd5Ebqqrq6kzKmnzn5ycvCGGQwrKuZKZKCx0Oh1YloXVak2aFXS5XHQRXSpCRBTFgs1kbkei4+nU1BR4nocgCPB6vTCbzXA4HKiqqpLs9cLhsFrFTICMMW022mUwGG6Yqb1w4QIGBwfhcDhgNpt3tHmhiszcUEWmgiEi88qVK9uKzOXlZbjdboyMjEAURbS1tYFl2YyChVWReSPkoi6FuBJFETMzM+B5HjMzM2AYBmazGSzLSipg5aDUKpmpmzDNzc1wOp2bzr5qNBowDFOaIjMSBJ77EnD2QWBlstBHU5o89yWguhW4+UOSPaWS5oSqq6tpq5ogCDSGo62tDU6nU5K2/3g8rqiKVj6Ix+MQRTGtaEycFRweHoYgCLh48SIVm6XgfE2ut0r+3BmGQXt7O4xGI2ZnZ8HzPO0e6+3tlez+rorMZMg6dbuqceJ5Mjo6CkEQ8NJLL4Hnedhstm3bnJV0nS1mlHsGqwAAOjo68PTTTyMajaY9IRYWFiAIQlLbJcuyO2pb0ul00Ol0artsAomVzGwRRRGTk5PgeR7z8/PQarWw2WyS73TKiUajgVarLXqRmWqs1NraShfB223CaLXa0hOZkfWNGUz/c4U+ktLn2S8CR+6WdEZTabvrVVVVNIbD7XZjaGgIzz33HD3PWltbs37ucmyXzURkabVaWK1WmM1makxz+fJl8DyfV2MaOSCbu0qsZKbCMAxaW1vR2tpKO5X8fj/8fr8knUrhcFgRs6lKgaxTMzWp1Gq1MJvN6O3txfj4OARBwODgIARBoG3O6Z5LbZeVhuK8ApURnZ2diMVimJqaQnd3N4CNLz/ZOZuengbDMOjp6YHD4cj6YlZRUaFWMhPIRWSKokgvZouLi7TNSa6ZDbnR6XRF2y67urpKxSUxVtppO19JisxffV4VmPlifQ4QngB23ynJ0yl5h72qqgoDAwNJYvP5559HS0sLFZs7XbSVY7ssud5kUpHUaDQwm83o6elJMqYRBIEa0xSDWEuEbGoWm0hubm7GTTfdhMXFRWroNzo6mpPnglrJTCbTSmYqDMPAZDKhq6sLU1NTEAQBbrcbXq8Xvb29cDgcaSvPqsjMjeI6g8uQxKzMrq4uPPzww9DpdKipqYFGo4HVao6N64IAACAASURBVIXD4UB1dXVOr1NZWalWMhPIRmTG43HalrGysgKDwYC+vj7YbLaiu8knotPpiq6Suby8DJ7nMTY2BlEUc3LB1Ol0pSUyI+vqDGa+Ofl1oJUDjLskeTqlL3wqKyuxZ88eOBwOmvt74sSJbdvT06GKzMxINKYZHx8Hz/O4du0a3G43bDYbbDZb0YiVYqpkpqOhoQGHDx9GX18fzZmdmJjYsXt8LBZDLBYrms8tH2QrMgmkzbm9vR2zs7MQBAFDQ0MYGhpKqjwreTOvmFBFpsIh9svf/e538c53vhNerxe33347/uEf/gE2m02yXMuKigosLi5K8lylwE5EZroM0v7+/qJuV0pEr9cXTSVzaWmJiktg4/zhOC6n8PiSqmSKInD+OxsOqCr5Y/gE8M/HgCMfBN7wt4Am+5m5Ylr8VFZWor+/Hw6HgxptvfDCC2hqakJfX19GYjMejyteVEtNNiKTkFixCQQCcLlccLlc8Hg8srqgSkmxVjJTqa2tpW7MxAtgamoq4xxssv5QReZ1dtouuxUtLS1oaWm5ofLc0dEBi8WCxsbGsrv2SE1xn8ElTjAYxOnTp1FTU4MvfelLaGhowMc+9jHce++9Oc24pKOiogLRaFRxtuGFgliGbyUyo9EohoaG4Ha7EQqF6FxSYgZpKaDX67G6ulrow9iShYUF8DyPiYkJAJDUtbdkROaVx4Bf/g0wwxf6SMqXM98EDNXAaz+d09MU28KHbLwlVjaJ2HQ6nVsGp5djJZOIrFzuI8Q4sKOjA1NTU3C5XNQF1WKxwOFwSLZJLTXk31+slcxUSD45x3FJ3//t3P/J+qNU3gcpCIVC0Gg0kq5TEyvPxEAzEAjg6NGj6OjokOx1ypGSUxMzMzO455578Oijj+LBBx/Ee9/73h0/Rzgcxuc//3k8/PDDGBkZQXt7O972trfhvvvuy8sA9vLyMr7xjW/gi1/8IgKBADQaDd761rfigQceQF1dnSyvSW42oVBIFZkvYzAY0orMSCQCr9cLr9dLh/J3795dsnllSp7JnJubA8/zmJycBMMw1NVPyvN0u82GouDFB4Aff7TQR6ECAC/8M3D8T4Hatqz+vJgqmalUVFRg9+7dVGx6vV6cPHly0wghoLyNf6TYrEx0QZ2ZmaFVTZ/PR13OlWZER+43pbYWIZV9lmXpGuL06dOoq6sDx3Ho6upK+q6rlcwbCQaDqKyslGWjrba2lkYz+f1+WXJ/y42SOoN/8IMf4J577slpQRiJRHDHHXfgzJkzePjhh3Hbbbfh9OnTeMc73oGnn34azz77rGyxEzMzM/jKV76C+++/H/Pz89i1axc++9nP4u6770Z9fb1sAhNIjjFReqxGvkgVmaFQiN6co9Eo6uvrsXfvXtrSXKro9XpEo9GMs1rzAYmEmZ6ehkajgcViAcuyOc8mp6Po3XUXx4DHP1Hoo1AhxCPA5e8Dx/8k66dQynmYLQaDAbt27UoSm6dOnUJDQwOcTiet7IiiWJaVTClFJoFhGLS1taGtrQ2zs7NwuVzw+XwYGhqSNHJDCkqtkpkK8Wuw2+0YGhqCx+PB2bNnMTg4SDNPNRoNFduqyLxOKBSSvd27qqoKNpsNQPFfawtNyYjMr33ta/jMZz6DBx54AI8++ii+9a3sjC2+8pWv4Be/+AW++tWv4o1vfCMA4NZbb8X999+Pt771rfjUpz6Fv/u7v5Py0AEAjzzyCO6++26sra3hyJEjuPfee3HnnRtuhPfeey9tA5QLUslUzX+uYzAYsLKyckO2YlNTEziOS7vrXorodDqIoohYLFbQnWVRFDE9PQ2e5zE7OwuNRpOXSJiib5c99y0gXsQiuRR55u8BrQE48J4dR5sUcyUzFb1eTxfbXq8XHo8Hp0+fRn19Pa1sAuW30JNDZCbS0tKCm2++mXaC+P1+DA8Po7u7GxzHFTwyo1Qrmano9XqwLAur1UozTy9cuACXywWHw0Efp4rM6+SjEKLGl0hHyZzBAwMDuHLlCpqamvDoo49m9RyiKOLLX/4y9Ho93vOe9yT97s4770RzczO+9rWv4dOf/rTkswz79u3D8ePH8clPfhKvec1r6JdbFEV0dnYiEAjIWklKrGSqbKDRaBAMBvHUU0/RbEWO47Ky4S9myG5yoeZ10+WNOhyOTfOtpKZoRaYoAuPngJd+UOgjUUllfQ54/M+AS98H3v0DoHJns8Oldv3R6/VwOp2w2Wzw+XzweDw4c+YM7d4ptX/vdsgtMgnNzc04duwYnWkfGRnByMiIpDPt2VDqlcxUdDodbDYbLBZLUuYp+fzLrZK/GfF4HOFwOG+zxOV23ZGDkhGZr3jFK3J+jkuXLmF0dBT79++/oTVVp9PhyJEjeOKJJ/DMM8/gda97Xc6vl8ju3bvx1FNP3fBzhmHQ0dGBS5cuqSIzT5D4i8nJSQBAW1vbjrMVSwkiLCORSF6NIkRRxMTEBHiep3mjHMfBZrPl1R1Rq9UWX9veyBng8Y8DExcLfSQqWzF6GvjvDwNvezDjPymlSmYqer0eHMfBarVSUzUAGBsbQ3NzM0wmU1ks/PIlMgmNjY04evQodedOzHd0Op05uXNnA6lklpKBXiYkZp6Oj4/j0qVLiMVieO6552C324sqhkYOco0vyZRSvsbmm5IRmVJw+fJlAIDFYkn7e/Lzy5cvSy4yt6KzsxNPPfUUIpGIbCcXed5ybpdNdSitra3FysoK9u/frzhjhHySWMnMB6IoYnx8HC6XC8vLy7SlrlB5o0Rkx2Kx4hCZwyeBf78TiJbvuVxUXPlP4Lb7gCZzxn9S6kKLtBF2dXXhqaeeQiwWw9mzZ+FyucBxHEwmU3Gci1mSb5FJqK+vx+HDh+F0Ommkw8TERE45w9kQjUah1+tL/nu+GRqNBt3d3ZicnMTo6Chqa2vhcrngdrtpDI1SnYHlRMr4kq1Q22WlQxWZCQQCAQDY9ELa2NgIALTClS86OzsRj8cxOTmJ3t5eWV5Do9HAYDCUZSVzdnYWPM9jamoKDMOgp6cHLMtiamoKL730EiKRSFmLzMRKppzE43GMjY2B53msrKxQcxCr1VrQtimy0IvFYspv3xJF4EcfUgVmUSECgz/O2AionHbZiZAk3QuCIODcuXNUbJaqozcRmYWaSayrq8PBgwep2BweHkYgEIDRaATHcWhpaZH19SORSMnPY2YCKSzccsst1I/A7XbD6/XCbDbD4XDIYnanVPJVySSoIjN31LM4gfX1dQCbzwGQNoW1tbW8HROwESgPAOPj47KJTGBjd6hcKpnEREYQBMzMzKR1KF1Y2AisL/r4ihyRu5IZj8fpHMrq6irN1LNYLIpYaCSKTMXjewaYFQp9FCo7ZX1hRw8vl8VPPB4HsCG27HY7LBYLbaM9f/48FZvEjbNUKFQlM5Wamhoa6UDM76ampmT3JyCVzHInHA7DYDCAYRgYjUYYjUa6KU6cgcmmeKHNmvKB2i5bfBR+BacgSLVqs4oNERv53jlKFJlyUlFRgZWVFVlfo9CIoohAIACe57GwsACtVgu73Z42mJpsKpS7yJSrkhmLxaij3vr6OqqqqjAwMACz2VzwxVUiRSUyR88U+ghUsqHWWOgjUCRksUcEJLleWywW+P1+6sbJ83xJiU2liExCdXU19u7dS8Xm0NAQTpw4gebmZnAcB6PRKKnYjEQiZT17SEhnctPS0oLjx49jfn6eVpmHh4dhMpnAsmze52fzidouW3yoIjOBjo4OAMD8/Hza35PKFrFVzxf5FJmzs7OKykOUClEUMTY2BkEQsLS0lJGJjCoyNyAiU6pKZjQahd/vh9vtRjAYRHV1Nfbt24fe3l5FLhCLSmSqO7AFZ1WswH/EbsX3Yq/CiGhEBcK4VXMR79U9iQGN78Y/0BqA3W/K+PnLaZedVDJT70darRY2mw1ms/mG6AciNpUi0LKBXGuUdj2srKzEnj17wLIszTc9efIkGhsbwXEczTfNlUgkopjMzkISDoc3dfhtamqiZk1kfnZsbAwdHR1gWbYkjQrVdtniQxWZCQwMDAAAfL40CwEAQ0NDSY/LFyaTCYD8IrOyshLxeLykdhFTWzF3MueniswNyPuUayUzEonQ4GmSdXXgwAHFz1UVlcjs3LftQ0QAqbdOb7wD34m9BpfiNohgMKDx4l3ap+HQyHvNkRMRDBhsJcgYYMvfA9DXAJHVzX/f0AMsjgHYEEMTYjPeHb4XHtFEH7KMavwgfit+EL4V/1v3MO7WPf7y8b38ORx6L1Dbtv0/KPHIy2TxE4/HEYoBPx5cxMlfnMT8WhgttQbcuc+EN+7rQpVBC6vVmiQ2L168CJ7nwbIsent7i1JsxmIxaLVaxX7OFRUV2L17NxwOR9p8087OzpyOvVBxWUpCFMWM1mL19fU4dOgQnE4n3G43nZ9ta2uj87NK/R7tlGAwCL1eL+s5LYpiWW3kyU15n8Up7N27FyaTCVevXsXy8nJSjEk0GsWZM2dQW1uLW265Ja/H1d7eDoZhqOupXCTGmBS7yIzFYrRatr6+TndgzWZzxjcvVWRukGslMxKJ0IVIJBJBXV0d9uzZUzRxBEUlMh2vARp6gcXhTR+S+I6LIvCPsTfjy9G3Jj3mTKwPD8TuwD3aH+ETuu9hxx9TbQewEtj899wbAP5n2FTk9d4MTF4GQsvpf++8A1iZBMbOpv11sKYNX6rR4uNTAaS7komMBsxvfxkQntww3UnHgXcDR/8I+O47gMXRG39v7Ef07Y9g5sJP0PbcX4GJx3B3+ONJAjOVz0bfDTMTwGu158AAWLe9HpWv++wNon8rymkBNBhYxt+c12Ixknzve949i3/8hYBvvf8oHMZaOlPf29uLkZER8DyPS5cuUbGptBb87YhGo0VxvAaDAX19fbDb7fB6vfB6vXSdlK0LcDweLw6TNZkh645M34fa2lrs37+fik2/34/nn39etpbmQhAKhfIaX1bs75cSKEuRubS0hHe9611oaWnBAw88QC/mDMPgwx/+MP78z/8cDz30EO655x76Nz/60Y8wNzeHj3/843m3jtbr9TAajbKLTPLvCgaDN+SEFgup1TLSiplN+5ROpwPDMKrIzHImMxwO05aqaDSKhoYGcByX8y53viHfm3xFuOSERovQaz8Pww/eA0aMp3+MtgKoawcWhvFvsdtfFpjp6psi/jl2JxqYVfwPXYIQs94C7H838LO/ANZTRgsqG4A7vrjxmP/60IaIS/39LZ8Ajn8IEH4O/OrzwPi567+vMQJH7gZe+TFgfgh45u+BKz8EYi+fgy0O4Oj/AI58YMNB98T9wNkHgeWXr40VdZh1vh7vXDyDCU0cL3Z14K6lZbx+ZRUVACIAflFTjXO247j34F1gDrwH4H+G6Kl/QXTkHHR6PXTmYxvHYHsVwDDAh84CVx/biBpZXwBqjYjteSt8eieE01cRDpvQcvTrWJzy4co167Yf0dfxVhzvrsPV6mOYqN6N+mdP7Lj6U0znT7bMrIRwz/evYTGS/t86trCOu/7fKfz0w7egoXpjIZ6YMzg6Ogqe53H58uUksVkMFTJSySwW9Ho9nE4n7HY7NWYiLsAsy+5oVpZcZ4vhc5ITsu7Y6YY/8TbgOA4ejwc+nw8nT54s2vtvIqFQSJ3HLDLK8ix+8skn8ZOf/AQA8Kd/+qc4fPgw/d1HPvIRPP7447j33nvR09OD2267DadPn8aHPvQh7Nu3D/fdd1/ej5dhGHR2diIQCMg6L5lYySw2wuEw3Ukl1bL+/v6c8tQYhoHBYCh7kckwDHQ6XcYiKxQKwe12w+fzIRaLobGxEU6nk1bk80UkFseTVybxi8FJrIdj6G6qwtsO94Br39kGSrFUMtfW1l42ghDRav0oDo4/hIrgVPKDWhzA79wPtDkR+uUX8E/PkfbadJ/Lxs++GnsT7qo9g6oObqO1c/ebAK0O2P07wJXHgLEXNx7edQDofzNgeNkY7fcfBWY9G0IzvAI0WoC+37r+e+51G/9NXduoFBpqAdMhQPfyoqqVBd78DeCOLwBL44C+Emg0g5ZVDTXAq/4CeOXHgQU/IMaBhm589rn/hYnlDYHNVxjwv9tacF9rM6rjcaxpNIgyDLAi4HWTZ3G44zDQdwfWTa/E008/jf7+fjgcjuS3QV8J7HsHsO8diEajdBEdCrlQV1eHvXv3oqurCx///kUAY9t+TmcjFiy85bs4UKtHo88Ht9uNM2fOoKGhAU6nc9u5tnKpZD580o+5ta03tsYXg/j+iyP44C22pJ9rNBr09vaiu7sbY2NjcLlceOmllyAIAhwOh2KcqzcjW5G5sBbGf5wdxXPuGYQicVjbavCOIz3Y290ow1HeiE6ng8PhgNVqpecJMWYiYnO7f5cqMjcgm7rZdpUltjT7fD54PJ6cq8yFJhgM0ihBuVFFpjSUzFk8NDQEqzV5F/l973sf3ve+98FsNtN5SgC4+eabYbPZ0NLSgv7+/qS/0ev1+NnPfobPfe5z+MhHPoLR0VG0t7fjXe96F+67776C2EQzDIOOjg6cO3dOFZkpBINBulsXi8Uk361TReYGer1+20rm+vo6bdOJxWJobm6G0+lEW1tb3i/Yl0cX8UcPn8XYwnrSz7/5rA9v2t+F//uWvajUZ7aIU7rIJOLS7/dDFEW0t7eD+40PoaLxLwH3U8DERQAM0H0YsN4KvLyw+KX5f2Lu2XNbPzmAJbEaT77+l7hzf0obqL4K2P/Ojf82o8UOtPzx1i9g3LXx32ZU1m/8txla3cbrAFgMLeKXI7+84SFRhsFSyuL2MfdjGyIT1xcUmwm4ZHEZQl1dHQYGBtDV1UX/dnY18+vE3GoY3U3V4DgOVqsVvpfF5unTpzMSm+WwAPqPs2lalDd5XKrIJGg0GvT09CSJzStXrlCxabVaFSlmshGZT1wJ4KPfu4C18PXr1AveWXzn1DB+Z18XvvC2vajQ5ac6mugCnDgrSyqbW7Uvk/uM2i6bXSUzFYPBkLbKPDg4mLHwVwLRaBSxWEyNLykylHd1zRKLxZLxl6Orqwsej2fT31dUVOBTn/oUPvWpT0l1eDnT2dmJ6enptJbWUpHYLqt01tfX6cI6Ho/LNndgMBiK4v2Qm60qmdcraMOIx+NobW2F0+lEa2trno9yg6GZVfz+v57EUjD98T52YRyRuIivvutgRs+nVJG5urpK33dRFNHR0QGO49DU1HT9QdztG/+lYXR+Pe3P05Eq1pXK1NoUYmJmn9PE6vbjB5mIS0JTdeaL4qbq6wtHvV6/I7FZLougwGJm192Jxe2/mwzDoLu7GyaTCePj43C5XLh69SrcbjfsdntGRnD5JBaL7UhcnPbN4U++fQ7RePrvxn9dHIdeq8EXf297YzAp0WqvGzMRAz7SvrxZRVmtZG5ANvul8sdIrDKnCn+Hw6H4VnKyDsuXyCyHjbx8oNxvlEoSnZ2dNOPRYrHI8hp6vR4MwyhaVK2srEAQBIyMjEAUReqgJpeg0ev1WFpakuW5iwm9Xn9DRXd1dRU8z9PPwmg0wul0Ftw6/au/dG8qMAk/uTSBP3zlAvb1bN96Q268ShGZqe97R0cHnE7njtuIaioyv/xXZ1j1LTTV+swzjBMfm1rJTBWXtbW1m4pLwhv3deGxC9u78e7vaURP843HuROxWQ4LoJoKHRbXt58Dr93B95hhGJhMJnR1dWFiYgIulwvXrl2jYtNmsylCbO60kvmln/ObCkzC/2fvTcMcOct7739p71Z3q3e11JtaS0k9Mz1Lzz7GgG0gGAKH5A2bOTghbA6JD3k5BK6QiyUnXDm5wuHC7yEhIeCQYIgNJjkJxMeAzWaPe/bxeFZVaWm11Op9X7VWvR+ap6zWSC2pWyVVSfp987QslUpVTz2/576f+/7Xq+P4g9fbYO8sfTZW6l7ZcDgMlmWFiHK65NcimVvsNV02G6niT/Yt37x5EyzLSnLBhUCku1Q1UaphjC0FNcmUCaRXZjgcFk0yKYqCTqeTZLrsysoKWJZFOLy15ylj1EYENBoN4vF4RfQOXYnE8bM705hfi6GlXoM3DBqFghm5UKlU2NjYAACsrq4Kv0XWCFqZWI8m8MNX8mu78dSlYF6SKZVI5traGliWxfj4OHieh8lkgtPp3HXz7dc7O6CkKCR3jIxtNQK531Xa3sC7xaw3w9HigGfRk/O19/Xed9e/cRwHr9dbkFwSXu/shKurEe6pLBVxf80jr8uc2klIlc3U9hBENqslkvmmfUY8nUfK7Jv2dxX83hRFwWw2w2QyYXJyEizLwu12w+fzSUI2C5HM0MIGzvnn83rt01dC+NMHd0hNF5nU9OWJiQmwLCtIvtVqhdVqLTiSGU9yeP72NK6HlwEAh3oMeGDQCLVSXvsN0ylWumw2yL7l3t7ebb+Fx+MRfotSVnLNRal6ZFbL+FoqapIpE4hklqKNiZQkc3FxESzLYmpqqx1Cd3c3aJrO2qC42JABXs69QxNJDl/6KYMnzo1t26+jUyvwnuN9+MxbBqFR7fxAJpHMS5cuCf1azWYzaJreteSIweRyBNFElqqqafhnd+h/mEK5JZNI/fj41oTbbDbD6XTu+R4wGerw4FAX/vP6TmMKhQcGO9HXln+EsJxQFIX3D74fnxv53I6va9G24M2WNwv/zXFb14zX60UymURDQ0PBbXaUCgrfePgY3v/4BQTmNzK+5lNvduLNB0x5vR+p2Gm1WrfJplKphEqlqoiFr534vXss+Ner49gpQKdSUHj/6f5df0aqbE5NTYFhGLjd7m2RzXKM+8lkMm/JKiTtfXxBGmnvqRFlct4ZhoHP5xMWK/OR/OdvT+Mz/+cGZla3z1m6mnT4n789hPtcnaIcfykotIXJbkn9Laanp8GyLFiWhc/ng8Vigc1mQ11dnajHkA8kw65WXVZe1CRTJnR3bxXdIBN8sdDpdFhYWBD1M/Jhbm4OLMtidnYWFEWhr68PDoej5IWXyARDrr1DeZ7HJ77/SsboXiTO4Z9GAhhf3MDX338MSkXmQXVpaQkLCwvgOA4TExPo6ekBTdOSbHOjzSHL216bZwooqcBXaslMj96LscDyxXccgG92HXcmM6eEd9Xx+OLbyxf52A3vsL8D1+eu4wfsDzL+Xa/W43/f/79Rr65HIpHA2NgYWJYFsLWgcPjw4V33cO1trccPH30Nvn8phKcuhRBc2ECdWonX0R343TMWHO0vPNqfLpsMwyAajeJXv/pVXtVo5cp+swH//bVm/K9fhcFnqH6spCh8+V2HYOvY+zOBVHDv6urC9PT0NumxWq2w2WwlG/95ni8oklmvyT+ttq6A15aC1PM+MzMDhmEwOzsLABgdHcXg4GBWqfiFewYfeeJyxkWIqZUIPvTPl/GtDxzHa+kOMb+CaMRiMajV6pJVgCUFJo1GozD/IkUV+/r6YLfbodfrS3IsmShVJJNQiWNqOahJpkwgkUyxJVOr1SIWi4HjuJKXt+Z5HjMzM2BZFgsLC1AoFBgYGIDdbkd9fXkiKamRTDnyC2YmZ/ro83dm8MyNSbz9kHnbvy8sLIBlWUxPTwv/9rrXva5kJcR3Q3dzHQba9Ridyx2lvNee3z5eiqKgVCpLJpkrKytgGEa418WU+uZ6DZ5+5DS+8YIfT14MChGB9gYt3jBQh8O6uYIK2kgBiqLwuVOfw3DnMJ64/QTuLNwBAGiVWjw48CB+/8Dvo6+hDz6fDx6PB9FoFHq9HrFYDAMDA+jp6dnT5zfp1PjQvVZ86N6d02ILhcjm1NQUNjY2sLGxIaTRulyukrcIKgUPOg2IzgVxI96JX3kWwPFb0cvf2N+FD7/WisN5pLsXQupEm0gPmWwT2RR7kkui6vlK5j5zEzobtXdF8zLxgEQjexRFwWg0orOzE1euXEE4HEYwGMT4+Dj6+/vhcDi2RdM4jsfnf3hrxyh3kt96zc8+8ToosiygSplYLFaWhW2KotDR0YGOjg5hDhAIBDA2Noaenh44HI6yLDCXovAPz/O1dNkiU5NMmdDZ2QmFQlGSdFlga9WoVCkSPM8L+2KWl5ehVCpht9ths9lKtsk7G2SQl2sbkyfOjeX1uu+cHxMkMzWKrFAoYLFYoFAo4Pf7JR/NVSgoPHy6H3/+o9s7vq5eo8Q7j+UvE0qlMu8+obtleXkZDMNgcnISFEWht7cXNE2LHr1v0Krw/76RxqP32zH564qeJoMOPq8HbvecMOmVExRF4W22t+E3rb+J+cg8IokI2uraoKE0CAQCeO7cc8KeywMHDqC1tRXPPfdcuQ87LxQKBbRaLe69914hjfbChQsVKZs8z8PWBHzovv1Q6eqxGkmgSacWPSKXKj2zs7NgGAYejwd+v19Y+BRrsksWs/KVTLVSgfef6seXn2N3fF13cx3esE/ae6tJb2pgq9Wcx+PB6OgoAoGAkM2k1+tx1juH4ELmlPRURufWcd4/jzN5LihKiXJJZiqtra04deoUlpaWhIKLoVAIZrMZDoejpAvO0WgUWq22ZGNbpYyh5aYmmTJBpVLBaDSKLplE6kohmRzHIRwOw+PxYHV1dVtaWLkHV4LcJfOV8eW8XncttCREkefn56FQKGC1WmG321FXVwe/3w8AootWMXj/qX6M+Obx3O3pjH9XKSh85d2H0Vyf/zUmZiRzaWkJDMNgamqqrKnhKqViW9VT8pCVo2QSKIpCe107kskkAoGAELlM33O5uSmNvWr5QFbaM+3ZrDTZJNeeQqFAvUaFek1ppywURaGzsxMdHR2Ym5sDwzDwer0YHR2FxWKB3W4v+kJooZIJAI+83oZroSX8zD2T8e9NOhX+/r8elUUxnHg8DoVCcVc0bWxsDMFgED09Pbg2n//c5M7Uqmwls1wZXOk0Nzfj+PHjWF1dhcfjwfj4OCYmJrZ6MtN0SSrKRyKRWvsSGVKTTJlA0nimpqZEOxW+VgAAIABJREFULfiQGskUi2QyKfTM2tjYgFarxb59+2CxWCRXOlvukpkvPMfh3LlzWaPIpAiFHNKGVUoF/u59w/j6C348cW4MUyuvtuS5x96GP34DjeOWwh6KYkhmalEriqKEtLBy7ntJhaTLy1kyc8klIb2FidRJPfZKls1UySwnqSmERDbJfjUim8ValCULeYVIplqpwN+//yj+eSSAb58bE6J8GpUCbztoxh/db8dAuzTGlVwkEoltRY9So2mkdZN/ggKQ3/lRyvDS53le2JMpJRobGzE8PAyn0wmv14tgMIjp6Wm0t7cLreTEGmui0WjJCj7KdbyUIjXJlAlkg/zFixdFlUwiFmL0yiRFNrxeLyKRCOrq6jA0NIT+/v6CHqilRO6SeaDbgBfY2Zyv620AaJrOWracPOzkEMkEtkTzD++z46OvteLO5CrWYwn0tNShp2V3K8PFlMzUva4URcFiscDhcEhm1ZpAJvZyEa9U8pVLOZLt90iXTa/XK3vZJN+13JKZSnt7O9rb2wXZ9Pv9CAQCGfcO7obdRDKBLdH80L1W/P49AwgtbiCa4GAy6NCok5ao5CKRSGSUq+bmZpw4cQIrKyvYOH8L/z62AIAHMhSFSuVYgQuKUiCRSIDneclkdKWj1+tx6NAh0DQNn8+HQCCAkZERtLS0gKbpoo81PM8L6bJiIsdnndSpSaaMMJvNmJubEzWVVYxIZjwex+joKHw+H2KxGPR6PQ4fPoze3l5JTR4yQR52cpXM953sy0syP/bGAxgczN4KQE6RzFRUSgWGevbeYkWlUu35nlhYWADDMJiZmRH2ukpRLglyTJdNl0u9Xo/9+/ejp6dnx0mPnCOZ6WSTzebmZjidTlnJplQimZkgsjk/Pw+GYTA6OoqxsTH09fWBpuldP6N3K5kEhYJCf5s8opaZiMfjO7ZvaWpqwnveeApP3HkBtyfXdnyvI33NONAtnRZb+UKes1KVTEJdXR0OHDgAh8MBv98Pv9+PCxcuoKmpCTRN59VfOB9isRh4nq+ly8qQmmTKiK6urabTExMTsNlsonwGuYmLEcmMxWLw+Xzw+/1IJBJoamrC0NCQrKIJCoVC6BEpR944aMRv7DfiJ7cy708EgNfSHXjHcO+O7yO3SGax2Uskk0xCSSGlgYGBokQ8xEZO6bK7lUs5kq8Ip8qmz+cT0mjlJJvk2pPycba1teHMmTPCIhKpxEkim4UuIu1VMuVOIpHIOTZSFIX/9c4jeNfXz2EtmvmZ1KRT4a9++6AYhyg6ZL4hdckkaLVaDA4Owm63CwGFy5cvQ6/Xw+Fw7DmgQBZ4S1UIUsrjjdyoSaaMSG1jIpZkqlSqPUdtIpEIvF4vAoEAkskkmpubQdO0bPu5aTQa2UomwONP7mlDYnkWvwonkeBT9nIpKfzO0V58/m37oMpREEKukcxisRvJJOl0c3NzdxVSkgNykMxkMin0uUyVy+7u7oImNZUUyUxHrVbD5XLBZrPdJZsulwudnZ2SHZelHMlMp7W1FadPn8bi4uI22UytipoP1S6Z8Xg8rxYZ+8xN+MEfnMaf//A2zvnnt/2NNnD44JE6tCoj4PkGyV7f2ZCbZBLUarWw7YZsjbp27RoYhoHD4UBfX9+urutStC8B5DP+y4maZMoIIpmlaGOyG8nc2NiAx+NBMBgEx3Foa2sDTdPo6OiQ3SCfihwjmclkEsFgEB6PB5ubm3g3XYc/ut+GOysaLG4m0Fyvxpv2daGjMb9BuxbJzE8yeZ4X5HJ+fh5KpRI2m02UKpRiI2XJLJZcypHd7snPJJvnz5+XtGxKcU9mLlpaWoRCNQzDCFVRSUuiXLJZ7ZKZbU9mJlxdTXjyI6fgnVnDzfBWJXVnRx2SSxPCPsHW1lbQNC3J6zsbcpVMgkqlgs1mg8ViEYo8Xr9+HQzDwG63w2Kx7JgSnU6pIpm1dNniU5NMGZEayRQTnU5XULpsallrnufR2dkJmqbR1tYm4lGWDq1Wi6WlpXIfRl6Q4kokbbC+vn7b/tcju3zfWiRzSzKzTfB5nhf66S0sLAhVesXspyc2UozuEbn0eDyIRCJFk0u5TSr2crxykk2O40BRlGSOpxCam5tx8uRJof9tMBhEKBRCT0/Pjv1viWQWMgmvFJLJJDiOK/i72zsbYO9MOZ89rXA4HMJ2HXJ9yyWjSu6SSVAqlbBYLOjr60M4HAbLsrh16xZYloXNZsPAwEBe35FIZqmepVK/PuRE9Y1iMqa7uxuA+JKp1WqxvJy7v+Ly8jJYlhWOx2QygabpkjboLQUkkilmVd+9Eo/HEQgE4PV6heJK+/btQ09PT1GiAEqlEgqFoqolE9ia9KZGGHiex8zMDBiGweLiIpRKJRwOB2w2m2zlkiClSGYmuRweHi565FJKQp2NYh0jkc3U1idSk02O42QVxcyEwWDAiRMnhOclaWhPZDM9NXQ3LUwqBfLdi9G6g7RGs9vtwvV98eLFohelEYNKkUyCQqFAb28venp6MDk5CZZl4Xa74fV6hRZAOz0vSdBDzEgmz/OyGP/lRk0yZURHRwdUKlVJ0mUTicRd/aoI6S0Yenp64HA4StbDqNRoNBrwPF9QGk+piMfjwgOU7GURq7iSSqWq6nRZYEt2lErlXXKpUqlA0zRsNltFTQyA8kpmqeRSqpPNbBTzeDUajWRlk0QyKwGDwYDjx49jZWUFLMtifHwc4+Pj6O7uBk3TwvOzmtNlySJmMaO45Pq22WzbitI0NDSApmlJpthXmmQSKIqC2WyGyWTCzMwMWJaF1+vF6Ogo+vv7s9YsiEajUCgUJYnuyzVzQqrUJFNGKJVKGI1G0SWTrBZFo1HhpiZ7zViWFQqZSK15vFiQgT4ej0tGMtMr9xoMBtA0DZPJJNoAqVarq14yE4mEUEVyaWkJKpVKqOBZaROCckpmJrk8cuRI0SLz2ZDDSrZYx5hNNltaWuB0Ossim5UQyUynqakJx44dg9PpFGQzHA7DbDbD6XRWtWQWM5KZTmpRGpL1c/XqVaEojZRaqsViMSiVyoq9BiiKgtFoRGdnJ+bn58GyLPx+P0ZHRzMWyopEItBqtaKOP3IY++VITTJlBEVR6OrqwtTUlKipm6m9Muvr6zE9PQ2WZYV0QLlVydwrRB5isVjZexpGIhH4fD6Mjo4imUyK1vw4EyqVqmrTZcnk49y5c1hbW9uWaiiVhYdiQ75zKR++5ZJLua1ci3m8qbKZuqetHLLJ87xkJv7FprGxEUePHgVN0/B4PAiFQpiYmBAm15UqGDshRiQzHZVKBbvdjoGBAUE2r127BpZlBdks97mPxWIVt2iZCYqihH6zi4uLYFkWY2NjGBsb25YhF41Ga+1LZEpNMmUERVEwmUwYGRkRVTLJzTwxMYHr169jeXkZKpWqYvaaFUqqZJaLzc1NeL1ejI2NIZlMlqVyr1qtxubmZkk+SyrwPI/JyUn4/X4AW5Jf6XJJINdVKSKZ5ZLLdOSwml2qY9RoNBgcHBQKBKXKpsvlKsnYU0npstlobGzE8PAwaJoW9mwCwNWrV+F0OiuuxsFOiBnJTIdU/iYVUFmWxSuvvLKtAmq5ZLNaJDOVlpYWoVAWKSQ5Pj6Orq4ubG5uor29XdTPl8PYL0dqkikzzGYzFhYWEIlERImqcRyHxcVFAIDP59u2ql3pk+pslFMy09vCtLe3w+l0ij7gZqKaIpk8z2NiYgIMw2B1dVWYbBw7dgxGo7HMR1caSpEuS1rtsCxbVrmUm8iU8ngzyea5c+dKIpuVmC6bjYaGBgwPDyORSGBychLT09OYmppCV1cXaJpGS0tLuQ9RdEoRyUwntQIqabdx8+ZNeDyeXbXbKAakeF81YjAYcOzYMbhcLiHCz/M8lpaWMD8/L1rXglr7EnGoSabMMJlMAIBwOAyHw1G09yWTPa/Xi42NDQBbhYZOnDhRlaXUUymHZK6trW0bYI1GI2iaRmtra8mOIZ1qKPzD8zzC4TAYhsHa2ho0Gg327dsHnU6Hq1evVtUDSMx0WanIZTq11ezslEM2q0kyCRRFQaVS4b777gPLsggGg5iamoLRaITT6axo2SxlJDMdUmeit7d3W7sNj8cjtNso1XHFYrGK/p3zoaGhAUeOHEF/fz9efPFFRKNRnD17VvQsrmp6xpeC6rYHGUIkc2JioiiSmUgkhH0J0WgUdXV1GBoawo0bN1BfX1/1ggmUVjJXV1eFYhAA0NXVJZmUKbVaDY7jhAqrlQTHccLEYm1tDVqtFvv37xdWsaenpwG8WvmxGhAjkpkul/X19ZKQSzlNLMotwqWUzUrek5kNMr6SHsdkz2YwGMT09DQ6OzvhdDrLuuAoFuWIZKaT2m5jYmICLMvizp078Hq9sFqtohd5I8/YakuXzQYZS1wuF+LxOEZHR3Hu3Dk0NzfD4XAUrdhhucfVSqVmEDLDbDYDwJ4rzJLWF36/H7FYDA0NDdv6KjIMIzTArXZKIZkrKytgGEboOWo2m0HTNAwGg2ifWSjkwZ9IJCpGMjmOw/j4OFiWxfr6OrRaLQ4cOID+/v5tE53UFibVQjH3ZEpVLtORy0RDClKcLps+n6/oslmNkcxkMrlt7Kmvr8ehQ4cE2RwbG8PMzAw6OjrgdDpFSx8sB+WMZKZDURS6u7thNpsxNTUFlmXBMAx8Ph8GBgZEq09Rqe1LdguZhzY2NsJkMsHhcAhz10uXLqGxsVHoe7qXsaKWLisONcmUGUQyiYwUSjQaFaqTJhIJNDU14eDBg3c1JtbpdEID3GqHlBIXQzKXlpbAMAympqYAIGuDbilAHvzxeFz2xZ84jhOKPWxsbECn02FoaAj9/f0ZBboaJbMYkUwilx6PB5ubm0J0RkrtAuSG1EQ4m2y2trbC6XTuSTY5jqu6bJpsmSJ1dXU4ePAgHA4HvF4vAoEAzp49W9Z9+sVGCpHMdEjBxa6uLqG3o8fjgd/vh8Vigd1uL2rl05pkbodIJplzpPY9DQQC8Pl8uHLlCtxud1Fa0dQks7hI506ukRfd3d0ACpfM9OqkuVpfaLVarK2tFeWYKwGNRlNUyVxYWADLspiengZFUUJvqIaGhqJ9RrFJjWTKFY7jBOkhcnnw4EH09fXtGJ1N7ZNZLexFMuUml2QMlJrAZUOKE6FU2fR6vUIa7V5ks1ojmTuNRWRLS6psvvTSS2hraxNkU4rXRz6QLBkpHn9qb0fSM5ws2JOe4cVo61aTzO2QYEe6yKvVajgcDlitVqEy+bVr1+B2u2G32+/KRtoJnudlM/bLjZpkyoz29nao1eq802XX19eFAjKkOilN0zkfRFqtFnNzc6K2SpETxZLMubk5MAyDubk5KBQKWCwWOByOsvffzIfUSKbcSJceEhXIJZeEao5kFvLwlZtcyhGpT4ZIsSy73b5n2azWPZn5CIZOp8OBAwdgt9sF2RkZGSlKBLlcxONxSaTK7gRFUejo6EBHRwfm5+fBMAxGR0cRCASExeK9VIatSeZ20iOZ6ZDe7aQVTWp1YKvVWlDBJoqiZHfPSJ2aZMoMpVKJrq6unJK5srICj8eDcDi8q+qkOp0OPM8jHo/XBjtsCdb6+vqu/l+e5zE7OwuWZTE/Pw+FQgGr1Qq73V6Ulc9SIcdIZqa9gIcOHUJfX19Bk9dqlMxC9mSSCDHLsrKVS4qiJC9wBDlMhIohm9UYySx0z7tOp8P+/fuF80wKo7S0tMDpdKKzs1MW1wuw9d2llCqbi7a2Npw5cwaLi4tgWRZjY2MIBoPCtpfdZCbVJHM7kUgEKpUq5z2RWh240IJNchn35Yh87uYaAkQyM0UZl5aWwLKsIKG7LSBDVo0ikUhtsMPWgE/6h+YLz/OYnp4Gy7JYXFyEUqmE3W6HzWYr6h6OUiGnSGYymRRSaIhc7kV6qlEy80mXrQS5lBtymxAR2UyvRpuPbHIcJxtBKha7rd5NKmKnRjbPnz8vK9mUQyQzEy0tLTh58iSWl5fBMAxCoRBCoRC6u7tB0zSampryfq+aZG4nGo0WNF9SKBTo6elBd3f3toJNXq9XKNiU7f2kfn/IkZpkygyyCd3j8WyTzPn5ebAsi5mZGVAUhd7eXjgcjl0XkCE3Ya3C7BYajQbJZDKvlXWe5zE5OQmWZbG8vAyVSgWapmG1WmVdMEcOkcxEIiHIZTQaLVr/xWqUTJI6lEkyK1Eua5FMcdFqtVll0+VyZdzCUY2RzL22iCLnmcim3+/H+fPn0dzcDKfTmbUOgxRIJBKyXIAlGAwGnDhxAisrK2BZFuFwGOFwGCaTCTRN59WKrCaZ2ylUMgmpBZtIJhnJqCBpzWSbUq2yrHjUJFOGmM1mLC0tYW1tDT/5yU/wpS99CY888gg6OjqKtsePyFBNMrdIbWOSbcDjeV7otbi6ugq1Wg2XywWr1SrL1dl0pBzJTO/32tDQgP3796O7u7sok1SFQgGKoqpKMoGt750qXpUolzVKSybZJHsJ02Wz2vZkchwHnueL0iKKFGJKlc0LFy7AYDDA6XSiq6tLcpNquUYy02lqasKxY8fgcrmEvteTk5MwGo1wOp1oaWnJ+v/GYjFQFCWrtGExiUQie+oTTlEUOjs70dnZKQRjAoEAxsbGhGCMnBc2pE7tKpYhRqMRdrsdJ06cAMMw0Gq1WF9fx0MPPVS0myU1XbbGzpJJei16PB6sra0J6WEWi6UiHpgEKUYyE4kERkdH4fV6hX6vBw4cQHd3d9EnUEqlsuokk0Qy0+Wyrq6u4uRSahPubMgl2pqLbLJJqqS2tbVVXSSTjC/F7ENMFjttNhv8fj98Ph8uXryIpqYmOJ3OojWz3ys8z8tuT2YuGhoaMDw8DKfTCY/Hg2AwiOnp6R17nMZiMWg0Gkn8JuUmkUggmUwWLQOsra0Np0+fFraVBYNBBINBmEwm2Gy2PclsjcxUzt1cBSSTSTz99NP45je/iXA4jPr6ejzyyCP47Gc/K/TPLBa1dNntpEomIb3XolarxYEDBwoqnS0npBTJjMfjGB0dhc/nQywWQ2NjY8Z+r8WkWiVzbW0Nzz//fMXKZSpyEbhKmoCmyiYpXEMim9WGGJJJUKvVcDqdsFqtwthJmtk7nU5Rx858IIuXlbQwS9Dr9Th8+LAgm2NjY0KP0/Rq/7FYrCLPwW7IVVl2tzQ3NwtpzR6PB+Pj4+js7Nwxwlxjd1TeTDiNlZUVfP7zn8e//uu/YmZmBn19fXj44Yfx6U9/uqAb+dKlS/jrv/5rXLlyRUh7OHz4MD7zmc/gxIkTIn6DrUHnO9/5Dv7qr/4KHo8HBoMBWq0Wjz32GD784Q+L8plqtRoURdUimb8mVTJJURmv17urdhhyhaIoKJXKskYy4/G4sBofj8fR1NSEQ4cOlWQ1XqVSVY1kkshlPB5HPB5HXV3drqry1ig+chHhQkktXENkEwCmp6cxOzsr6/6P+SKmZBLUajVomsbAwICwxeDy5ctobGwETdOiZIHkA3muVOICLYHMFWiaFnqckgUVmqbR2dmJWCwm69oNxSRbj8xi0dTUhKNHj8q2GKMcqNy7GVuCec8992BxcRFPPfUUjh49ih//+Md4+OGHMTIygh/96Ed5DeZPP/003vOe9+DAgQN48skncfDgQfj9fjz66KM4deoUnnjiCbzvfe8r+vFvbm7i8ccfx5e+9CUEg0F0d3fjsccew/Hjx3HPPfdgeXm56J9JoCgKOp2uFsn8NUQyw+Ewrl+/jmg0WpX70dRqdVkimelyWY59RdUQyUyPzlMUBb1ej/vuu6/ir/Fa4R9pQGSzv78fP/vZzxCNRrel0VaybJZCMgmkmX2qbF65cgUMwwiyWcp7njxXqiGKR3qcOhyObZWAm5ubhZoCNcSLZKZTX19f6wkvEhUtmX/2Z3+Gmzdv4plnnsFrXvMaAMBv/dZv4Qtf+AI++clP4utf/zo+9rGP5Xyfz372s+A4Do8//jiOHTsGANi/fz+eeuopdHV14ZOf/CQeeuihol+gn/3sZ/HlL38ZVqsV//AP/4CHH34YWq0WMzMzAICJiYmifl46Wq22JpnYeviRcz0xMQG9Xo99+/btuWKpHFGpVCWNZMZiMUEuE4kEDAYDXC5XWSokVrJkpssliVx6PB5otdqqu86ljFxEeK8Q2bBYLFAqlUIaLZHNjo6OMh9h8SHjSymjeSqVCna7HRaLRajMffXqVUE2S/Wcq4ZIZjqplYD9fj/8fj8SiQQWFhYQDofLnsJcbsSOZAJb42m1jKnloGLv5tXVVXzzm9+EyWTCgw8+uO1vv/d7v4c/+ZM/wVe+8pW8JHNsbAwAsG/fvm3/3tnZifb2dkxNTWFmZgZGo7F4XwDAo48+isOHD+M973nPtoG3tbUVWq1W6IUpFjqdDgsLC6J+hpRJj54BW7/5qVOnqnbgL1UkMxaLCcVAEomEJMrvK5XKbXtyK4FscknSYv1+/459MiuJYkYyk8kkAoEAfD4ftFpt0a/dahh/yHWn0Wjgcrm2pdES2STVaCuFUkYy01GpVLDZbLBYLEJk8+WXXxZkU+yMnUrek5kLco339vbi+eefRzKZxOXLl9HQ0FCWqLJUKFUkE3i1ZVeN4lKxkvnzn/8ckUgEJ0+evOvCaWtrA03TYBgGLMuCpukd3+vIkSM4d+4cbt26hePHjwv/Pj09jbm5OajValGKFPT396O/v/+uf1cqlejq6hJdMrVaLWKxWNVV+EsXHIPBAJqmcenSJWi12qoeiFQqlaj7dKPRqHDuk8mkpBqJl3s/ajHJJZcEhUJRNZJZDMh+bZZlhT6t6+vruHDhApqbm+FyufZ8LVfLqju57sj1mGnP5ksvvVRRsllOySQolUpBNklk89q1a2BZFg6HQ7R92WTxspoimemQe5umaSiVSni9XiGq7HA4qmprDlAayayW8bRcVOzdfOPGDQBbqTaZsFgsYBgGN27cyCmZX/va1/C2t70NH/rQh/CNb3wDQ0NDwp5Mnufx0Y9+tOSrb0QyxcwjT+2VWVdXJ8pnSIlIJCLsjyCCQ9O0EIEg0l3NiBXJjEajwsQxmUyitbVVSIkrt1wSKiFdNl+5JCgUCtl/53zZSyST4zhBLiORCPR6Pfbv34+enh4kEgn4fD74fD6cP38eLS0tcLlce7q2pXJPiAn5LdKvy2yy2d7eLuzZlCtSkEyCUqmE1WpFf38/gsEgPB4PXnnlFWFhvre3t6jHWc2RTAKZX+h0OvT392NgYGCb6BPZrPQig4RIJCL6wj4ZZ6phTC0HFSuZU1NTAJC1JDHphzM9PZ3zvQ4fPowLFy7g4x//OE6ePCn8e19fH/7iL/4Cf/qnf1qEI84fiqJgMpngdrtFlczUNiaVLJmbm5vwer0YGxtDMpkUIt3pk0C1Wl31kkn2ZBbruotEIkKVPXLupVrcQ86SmU0uc00UFQqFJFrWSBVyXhmGwebmJurr63HkyJFt+9hIn0Kr1SrI5rlz59Da2irIZiFUy8o7iWRmGwcqUTaJaElJIJRKJQYGBjLKZjGFpxbJfFUySaHBVNEPhULweDy4fv06WJYV9tFK6VopNtFotGSVdqU236gUKvZu3tzcBJB9VYzcxBsbGznf61e/+hXe/e53w2w2Y2RkBENDQ/B6vfjqV7+KtbU1odJoKTGZTFheXsbq6ioMBoMon5EayaxENjY2hAbJHMeho6ND6FmVCY1GU7HnIl/I/ZRIJPa04kzEPhAIgOM4WUwMlUoleJ6XVfp4JrkspN0ORVFVky5byCQj03nNVWlao9FgcHBQ6Afp9/sxMjKyq2u/GiZE6emy2agk2ZRSJDMdhUIBi8WCvr4+4donwuNwONDf37+n465FMu+WTIJSqdx27j0eD27evAmPxyPIZiXKeSQSQVNTk6ifUS2LduWi8q7KX0Mib9lW4cnNnEsOl5eX8a53vQurq6u4evUqzGYzgK3o5le+8hXYbDb84he/wMjISEkfDOQ4JiYmRJNMEsmstF6Za2tr8Hg8CIVC4HkeRqMRNE3n3Fer0WiwtrZWoqOUJuRBtlvJ3NzcFJpRE7F3Op1oa2sr9qEWHfLdk8mk5CVzr3JJqLY9mbkmHBzHIRwOg2EYrK+v76p/qEajwb59+wTZTJWiwcHBnONQtUyK8pVMApFNm80mbHuQm2xKWTIJCoUC/f396O3txfj4OFiWxY0bN7bJ5m6EpxbJzC6ZhNRzHw6HwbIsbt26BY/HA6vVCqvVWjGSzvN8SSKZtXRZcanYu7mrqwsAsLi4mPHvS0tLAJCzIuyzzz6LmZkZvOlNbxLEjtDU1IS3vOUt+Pa3v43vfe97eOihh4pw5PmRKpmDg4OifEalRTJXV1fBsizGx8cBbF0jTqdTSJ3OhUajQSwWq+p+SuQBFo/HC0qhTo8ad3Z2wul0ilIwSyzIxC+ZTEr2QZ4ulzqdbldySVAoFFUjNTvd0zzPC3K5tra25/MKbJciIpsvvvhiXvdGNYw/2fZk5kKn0207r4FAQDayKQfJJCgUCvT19aGnp0e4N/YSXUskEqAoShbfXSxySSZBoVCgt7cXPT09mJycBMMwcLvd8Pl8gmzmeg+pE4/HwfN8LV1W5lSsZA4NDQEARkdHM/49EAhse102yOtMJlPGv5N/v3btWkklk3yumL0yyc0t90jm8vIyWJYVzpXZbAZN0wVHgMmgHY/HZT+A75bUSGY+ELkcGxsrKGosRVIlU2pwHCdEFdbX14siQUB1pcsCd0cJeZ7HxMQE3G431tbWoNVqceDAgaLuhSKN2W02m3CvkJZYLpfrrkWwapH+QiOZ6ZDzStJoU2XT5XJJMntCTpJJSBUeIpskuma32zEwMJCXbMbjcahUqqqe7BPJzHcRk6IomM1mmEwmTE1NgWVZMAwDr9cLq9UKm81WMkkrNqXokQlUz3haLipWMu+//35otVpcvHjxrsjT/Pw8WJaFzWbUWsNgAAAgAElEQVTLWVmWPIiytQsh4lLqyAaJZIrZxkSlUkGlUsk2krm0tASGYTA1NQWKotDT0wOaptHY2Lir9yNiGYvFqlYyU/dk7sT6+roQueR5Hl1dXaBpOmshLjkgRckUSy4J1ZQum/qM4Hkek5OTcLvdWF1dFUUu0yEpzQ6HAyzLYmxsDNPT0+jq6oLL5dq2KFYNE/FchX/yJZNsnj17VpKyKUfJJJBnbHd3NyYmJsAwDG7fvg2v1wubzYaBgYEd50l73edfCcRiMahUqoIXVkgxyK6uLszMzIBlWXg8Hvj9flgsFtjtdtFlrdiUqkdmLV1WXCpWMhsbG/HBD34QX/va1/Dss8/iLW95i/C3f/qnfwLP8/jjP/5j4d9WVlbw0EMPoa2tDf/4j/8oDPK/8Ru/AbVajbNnz2JycnJbRHN1dRXPPvssAOCBBx4o0Tfboru7G4C4kUxg6waXm2QuLCyAYRjMzMyAoij09fWBpmno9fo9vW+qZFYrZEU6217n9fV1sCwr7HctNCVZykhJMsWWS0I1SSawdV5J+tny8rKwfzLfaEwxIPs8iWwGg0FMTU3BZDLB5XKV5BikwF4jmemky+bo6KjkZFPOkkmgKArd3d0wm83CvXTnzh1BNrPtGySRzGpmr1lSFEXBaDSis7MTc3NzYFlW2J/c398Ph8Mhm04BpYhk1qKY4lPRd/Rf/uVf4pe//CU+8pGP4KmnnsLRo0fx4x//GF/4whfwpje9CY888ojw2p/+9Kd45plnAACPPvoojh07BmCrTckXv/hFfPrTn8bb3/52/M3f/A0OHDgAr9eLT3ziE5ibm8P73vc+3H///SX9bs3NzairqxM1kgls3eBySZedm5sDwzCYm5sTKuE5HI6iVf6tSWb2dNm1tTVhvyvP8zCZTHA6naIVpSoHUpDMUsklgezJrPR9yKRq8NLSEi5evAi1Wo3BwcGc0Rcxqa+vx+HDhwXZDIVCwnhfDW1ldrsnMxdSls1kMgmlUlkR91pqKufk5CRYlhX2DWaSzUQiIdvUzmJRrCwpiqLQ0dGBjo4OIXNvdHQUgUAAfX19cDgce150F5tSRTKBrfNVCfecFKloyTQYDBgZGcHnP/95vPe978XMzAz6+vrwqU99Cp/+9Ke3rZqdOXMGVqsVbW1t2L9//7b3+dSnPoWhoSF89atfxVvf+lYsLS2hoaEBBw8exOOPP44PfOADpf5qUCqV6OrqEl0ytVotlpeXRf2MvcDzPGZnZ8GyLObn56FQKGC1WmG324u+YleTzO2Ff4CtaP4dN4NXfGFwPLDPYsKh/S7Ry46Xg0IkMxJP4v/emMTtiRUoFBSG+5rxwKARauXuJsyZ5HJoaGjPbQNyQR685ZTM+bUovn95HD93T2MjlkRPSx3eebQX97k6oVTs7ZjI+HHnzh1Eo1FQFCX0tJRK6p5er8eRI0e2yebExAQuX74Mp9O56/T/VEbn1vHd82O4MLqAeJIDbWzEe0/04ZS1tWy/e7Ejmelkk81iVLy+Mb6MH74SxsJ6HK16Nd52yIyDPbmzOYhkVhKpsjkensRPLt/BzfMM2q97cWbIJhSpicfjkhcfsYnFYkV/dra1teH06dNYXFwU0vCDwSB6enrgcDiKMn6IAZHMWiRT3lS0ZAJbovnYY4/hscce2/F1ZrMZPp8v698ffPBBPPjgg8U+vD1BJFPMCaBOp0MikUAikZBUKgvP85iengbLslhcXIRSqYTdbofNZhNtUNqLZG7EEviPaxP4JTODzTiHvtY6vPtYH4Z65BXpI9fA+vo6Ri5cwncvT+KlaQWWYlv/Xnd7Ae+YHMOj99thbpZHWk6+5CuZ/3EtjM//xy0sbW6PNnU16fCldx7EvY6OvD+zXHJJIBP8cvUG/YV7Bn/4L1exEXv1nN+aWMFPbk3jaH8LvvnwMbToC1/5J3LJMAwWFhagUqmgVqvR2NgIp9NZzK9QNBoaGnD48GGEQiHo9XqEw2GEw2H09PTA6XSioaFhV+/7+NlRfPE/byN1uuWeWsUPX5nAgwe68Nh7DkOrKr34FGtPZi6KKZuL6zE8+uTLOOud2/bv33hxFPfY2/DV9w6jdYfrNZFIVJxkAkAiyeHrL/jxzyMBzKxGAWx9xwHWi7f2+/DWo1bE43HJLOwUQmhhA9+9EMSLnllEExwsbXq853jhi2A8z4ta76GlpQUnT57E8vIyGIZBKBRCKBRCd3c3aJqW3MJwJBKBQqEQdd5Z248pPtKxhhoFQTZ637hxQ1TJTG1jIgXJJAU5WJbF8vIyVCoVaJqGzWYTvRjPbiXznG8eH/vuFSxubJeO75wP4q1DJnz5XYegU8tjYrG5uQkAYH0B/P0dJXyr2497M57EkxeDeO72FL730dOwdexu4itFyORvp6JHP3xlAh9/6lrGv02tRPCBb13CEx88idO2nSeu5ZZLQqpklpqb4WV89DtXEEtk/uwrY4v46BNX8NRHTkFRwGRubm4Obrcb8/PzUCqVwvjxwgsvyGay0dnZiYGBATAMg/HxcYTDYfT29ha89/w/roXxF/95O+vfn705hcZ/v4m//p1DxTjsghA7kplOqmx6PB6hQFC+shmJJ/G737qI6+OZM39e8s7j4X+8gB88cibreF+Jkcwkx+OP/uVl/PjW1F1/G12l8Lc3geWIB8c6eKyurpakN2Kx+P7lED7zbzeQ4F5dovHOrOH5O9M4ZW3FPzx8DE26/MQ5mUyC4zjR5zEGgwEnTpzAysoKPB6PMH6YTCbQNC2Z+gnkOijFmCyXcV+OlN8aauwak8mEtbU1LC8vi1a1M1Uyy5nKQvrUsSyL1dVVqNXqkqe1kc8pRDJvT6zgA/90EZF45onyMze20p3/9n3Dez9AESGrnyQ9+6dTWvhWs0f05tZi+MPvXsWzH7+3YgbwXJHMWILD//hR9gk7ACQ4Hn/+o1tZzwvHcUIbgHLKJYFM8MuRVvS3v/BmFUzCxcACXvLN5RUdnp+fh9vtxtzcHJRKJRwOh+xK/Kf+Do2NjTh27BhomgbDMAgGgwiFQkKhs1x70Xmex//3vCfnZz59eRyP3u9Ab2tx9rbnS6klk0DuOYfDcZdsulyurO2X/v3lcFbBJNwMr+D/vBzGe0/0Zfx7JUrmv1wMZhRMAg/gqVEVaEMcWF7Gc889h4GBAdjtdknfm79iZ/HpH1xHtpHxvH8BH3/yZXzrAyfyer98e2QWi6amJhw9ehROp1OopzA5OQmj0Qin01n2SvCRSKTWvqQCqEmmjCFtTCYmJkQbEMhNXq7iP+kRHVLt0WKxlDy1hqRuFCKZX/25J6tgEp65MYlHxpclmTqb3gamr68P/tAEzk7kjmy5p1Zxzj+PMzbpNj8vhFyS+dztacyt5a7E7J5axbXQEo70vXrPSk0uCeWKZC5vxvHT29N5vfYHV8Z3lMyFhQW43W7Mzs4KafWZJrAURRV10hGPx5FIJKDRaKBQKIq62JL6Xk1NTTh+/DiWl5fhdruFPVf9/f2gaTrr3vRroSX459ZzfhaPLYF69AFHsQ4/L8qdypZJNl988cWssvnkxWBe7/vkxeCOkllJ7bF4nse3RwI5XxdP8jg3Q+HDZ3qxvr4upC1Luf3GV3/mySqYhF8ws3gltIRDvbmjg6WWTEJDQwOGh4fhdDqFtmPT09NF2Zu8F0oR2Cj3GFMN1CRTxpB2KhMTE3cVKyoWqZHMUsJxHILBIDweDzY2NoQ+df39/WVN29VqtXlXdlxYj+U9Uf7e5SCGeob2cmhFhRQJIHJJyp/r9fqtfaU5+mQSfn5npmIkk1x32SSTmVrJ+72YqVUc6Wu5Sy61Wq0k5JJAHr6llszZ1SiSXH7CN7mUeQFscXERbrcbMzMzQkEwh8Mh+oQ1Ho8jEokgkUgI50+hUECpVO65cuhOEmwwGHDy5EksLS3B7XYjEAgIspmpdcHUcv4Lh5MrpV9kLFckMx0im6l9NjPJpm82t7ADW+mU2ai0SObsahSeHb5vKuyyAgaDAUeOHBEqxZP2G0Q2pdJ+Y2x+HZfHFvN67b9dHZe0ZBL0ej0OHz4syObY2BjOnj2LtrY2OJ1OtLe3l0zGOI5DLBYr2eJCTTLFoyaZMiY1kikWpY5kJpNJjI2Nwev1YnNzU2hQLlaLhkJRq9V5C/fE0mbeE+XgwuZeDqtoLCwsgGVZTE9Pg6KojG1gEsh/0rcRL39PyWKRK5KpLGAyTFFAKBSSrFwSyhXJbNDm/2jSa7efLyJZ09PTUCgUGBgYyKs/3F4jmalySd4vtbF6MpkUJGKvsrnT/9vc3IxTp04Jkj06OoqxsTHhXiZjeoMu/3PcWMDvUSykIpmEurq6HWVTpczv99ypwnSlSWY0R7p7Kgnu1S0p7e3taG9vF2TT7/cjEAhIptfj9Er+i+5TeS7QlFsyCWTORdO0cJ2PjIygpaUFTqcTnZ2doktZqdqX1NJlxacmmTKmFJJJBjyxI5mJRAKBQABerxfRaFToEdfb2yuZSQawdT7ybelSSDGfOnV5v+PCwgIYhhGiPjv1GDU1agDklzLc21LafVxikksyj1vyT1lPTLpxdWJTiNBbLBZJTi7LtSfT2KTFULcBN8K577U37e8CACFdlETfLRbLjumixYLIZTKZFIqwqdVq6HQ64TflOE4o7LEX2Szkd2hpacHp06eFdGG/379NNo9bWtFcp76rCnImyDkuJVKTTEI22XQ21+HCRu7//7Q1e/phMpmURIG9YtHZpIVeq8R6NPdiY0cdf9d3J7I5Pz8PhmGEBROy77hcstlYyAJNnoV/pCKZBFIIy+FwCBHl8+fPo7m5GTRNo6urSzTZLLVk1iKZ4lE5o1kV0t3dDQCi9spUKBTQarWiSWY8Hsfo6Ch8Ph9isRgaGhqwb98+9PT0SG5yAUDo55VPRV9rux59rfUILuSeebyO7izWIRYEeXjPzs7mHfWxtWrQ2wCEcmRBqRQUfnu4u8hHXD5SI1KZOG1rg72zYcd0OABwGTi0aTg4HNKVS0K5IpkUReGDrxnAH38vc6VeQqteg/usjbh48SImJyeF1O58Ct9k+sxCJC6RSGBzc/Muuayrq7vrN1UoFFAoFEWTzUJe29raijNnzgiFj3w+HwKBAAYGBvDe4z34uxdGd/z/D/c2Y7iv9BUnyW8hxecAcLdsnlwN4MJE7mN9+Ex/xn/neb7iIplalRL/z3APvn1uLOdrz3RyWesstLW14cyZM8JiaCAQwNjYmBDZLPRe3ytOYyP62+oxNp/72f7mPBdopCaZBK1Wi3379sFut8Pv98Pv9+PixYtoamoCTdMwm81FlzSSOSemZNaimKWhJpkyxmAwQK/XiyqZwNaNXux02Xg8Dr/fD5/Ph3g8jsbGRhw8eFCUAauYaDQaYYKYa8VZoaDw8Ol+fPGZOzu+rrlOjXccMRfzMHNC0pDm5uaE/Wr57nnRaDR4ax+Pr9+mdix88LtnLDA2Sa9gw26hKApKpTKrZFIUhS+/8xDe+43z2/o6ptKoBv7szXacOUjLYjJZrj2ZAPBfDpvxyvgSvvVSIOPf9Rol/vsJPS689IJQlKrQFh67IZFICGmxueQynWLLZiG0tbXhnnvuEVq4eL1euCglTvXqcT6UebLc11qPv33fcFnG5FL1ydwrqbI5nryEf7uzmvW1H3mtNesedfJ95TAuFMIjr7PhmeuTmF/Pnv1y70AjBhoXcz5TW1tbcfr0aSwuLm6Tzb6+PqFmQClQKLYWwT73H7d2fJ21XY/7XPktIBPJlGqvUI1GA5fLBZvNJgQGLl++jIaGBtA0je7u7qItCJGgRin2ZFIUJfkxRs7UJFPGKBQKdHV1YXJyUvRemWtr+W3ez0U0GhVWwxKJBAwGA2iahslkksWNntorM5+0pg/cM4ArY4t49mbmEu46tQJf+6/DqNeIfyvyPC/IJekRaLPZCq7ep1KpMGhI4ku/M4zP/PvNjG0mHjrZhz990FXMw5cESqVyxz6Zh3qb8fQjp/EX/3kb5/0Lwr9TAE71NeAv3zmMgY7GEhxpcShnn0yKovC539yHo/0t+NZLAVz5daENnUqB1/RqcdKwiobIrNAfsqFhbz1Zc0Uyk8kkNjc375JLnU5XcIrjbmWzGKvv7e3t22TzXdwCrFoVzs9r4F/cmui2N2jx3hO9+P17BtCiL09kRarpstmoq6vDlx++F4de8uHvfunD1Nqr40RPsxZ/cJ8DD2WpKgu8miFRaZJpbq7Dkx85hY8+cQWjGaoZ/5fDZnzoYB38nsW8BaulpQWnTp0Sqp+Tisq76RW7W95/qh+3J1bw1KVQxr8bm7T4h4ePQZlnD994PC5UsJcyarUaNE3DarUKW5yuXr0KhmHgcDiKssWpFsmsHKR9NdfICZFMMdHpdJibm9uTyEYiESGvP5lMoqWlBTRNw2g0ykIuCamSmU+KjlJB4W8eGsa3XhrFP58LIPTrAj9KBYU3Dhrx3x5wYJ+5ScxDBs/zmJ2dBcMwWFhY2LGNQz6Qh+DbDxrxelcnvn85hPP+BSSSHGhjI957og/OLvmIVCHsFMkEts61gVvFh20buL8pgemoGmaTCW8cdqCvfW8SVA7KKZnAlvj95kEzfvOgGeHZRdxivFiZnYBaEUNPTw9omkZjo7jXWjHlMh3S2oTneeH9iXQqlcqsrU/2OmZSFIWOjg60t7djdnYW7W43Ti4uIgYV+iwDOOyyQ6stb9qe1NNlM0FRFH73NXa8/4wNl/wzuOkJYGNxBj316+jiJrC42Ji1z2alSiYA0MZGPP+J1+GXzAyevzONtWgS3c11+J2j3bB3NuL27a3+woXeT83NzTh58qTQx5n0iiVjw14XnnaCoij8z98ewhl7O/555NVFsJZ6Nd51vBcfvGcAnQVk8sRiMcmlyu6ESqWC3W7HwMAAxsbG4PF4cO3aNUE291KssRR7Mmv7MUtDTTJlDEVRMJlMePnll4VJiRhotVrwPI94PF7wILi5uSkUR+A4Dm1tbaBpGh0dHbK8uVMlM1+UCgofuteK379nAP65dUTiSZib69AqcoSA53nMzMyAYRgsLi4WrQE9WW2Ox+Nob9DjY6+342OvL9JBS5xsksnzvNCKZG1tDVqtFg8cl/6ey1yQe7Scq77r6+tgWRahUAg8z8PS2w2aptHUJO7iTCa5VKlUqKurK2q0gaRrqdXqbbJJWqCkymaxfweKotDZ2YmOjg7MzMzgzp07mAp48LNwQJhAlit9j+M42aayKRQUTtqNOGk3YnNzU2gJMTMzg87OTjidzrtkk2RIyHm82AmlgsIDg0Y8MGi862+kLdhurzWDwYATJ05geXlZGCtSZVOshSiKovD2Q2a8/ZAZG7EEonEOTXXqvKOXqchNMglKpRJWqxX9/f0IhULweDy4fv06WJaF3W7fVdu5aDQKlUpVkqiuHMcXOVGTTJljMpmwsbGB5eXlrCukeyW1jUm+g+DGxobQ2JfjOHR0dICmabS3y7tn4m4kk6BQULB3ih/N4nke09PTYBgGS0tLUKlUoGkaNputKA8xMvDvlDZaqaRLZia5lEI/12JRzkjmxsYGWJZFMBgEz/MwmUxwuVyiySVFUULaaiQSEQp8AVvXvE6nE1W48pFNsVbfKYqC0WhEZ2cnpqam4Ha7cefOHfh8PkE2S309cxwnqyhmNkhLCIfDsaNsVnIkMxeJREJIId8LBoMBx48fx8rKCliWxfj4OMbHx9HdLf7CVL1Ghfo9PF7zzY6SKkqlEhaLBX19fRgfHwfLsrh58yY8Hg9sNltBY0gkEqm1L6kQ5D8LqnJIG5NwOCyaZJKbPZ8Ks2tra/B4PELUwWg0gqZp0Y6t1OxFMsUmk1w6nU5YrdairpCmRjKrDaVSiVgsVvFySSiHZG5uboJlWYyNjYHneXR1dcHlcsFgMIj+2RzHYXV1taRymU6qbBLpJbIp9j1HsmPINgy3243bt2/D6/XC4XDAYrGU7PomkcxKYSfZdLlcFVv4Jx8SiURR77GmpiYcO3YMTqdTkM1wOAyz2Qyn0yl6FsRuiMViaG4ufRXnYqNQKNDX14eenh5MTEyAZVlhDLFarbBarTl/62g0KnrRn1q6bGmonNlQlZLaK3NoaEiUz8hHMldXV4XBHNiKsNI0XRGDZipSlEye5zE1NQWGYbC8vAy1Wg2Xy5XXYL4bqj2SGY1G8fOf/7yi5ZJQSslMTSvkOA5GoxEul0v0MYTjOKEVSSQSwdzcHDo7O1FXV1fWSo+pqbIcxyEWiyEUCgnHnEwms+7ZLMZnm81mmEwmTExMgGEY3Lp1a5tsii1DlRLJTCeTbL7wwgvCdV6NkhmPx0UZPxsbG3H06FHQNC0sfk9MTMBkMsHpdJZk4SofOI5DIpGQZbpsNhQKBXp6etDd3Y3JyUkwDCNUtbZarTtmVkUikZL9NjXJFJfKmxVVGSaTCcCWZIpFarpsOmQPBPn8UqSllBMpSSbP88LgvbKyIrpcEqoxkkkil4uLi0Jq1/79+0sa2SkHZJIvZmpRJBKBx+MR9m2TyE5LS4tonwlsTewikYgQmTabzfD5fLh16xbC4TBcLhc6OzvLPgnhOA5jY2NgWRbRaBR6vR5GozHjns1iQ1EUuru7YTabhcj9zZs3Bdns7+8XTYp4nq9IySSkyiaJ3AOA1+tFfX296Ne/lCh2JDOdxsZGDA8Pg6ZpYTF8cnISXV1dcDqdZV8Ml2qPzGKQumBFMq1YloXP58PAwMBdBQgTiQSSyWTJIpk1xKVyZ0dVQmokUywyRTJJ6fCpqSlQFFWySo/lhrQXKKdk8jwvRBdWV1eh0WgwODhYsiId1RTJTD/XZDL/hje8oaLlkiBmn8xoNAqv1ytUnO7o6IDL5RI9tT5dLgEI7XxsNht8Ph98Ph/Onz+P1tZWuFwudHR0iHpM2Y4zGAyCZVlsbm5Cr9dj//796O7uFqrQZisQVGzIGN/d3Y3x8XEwDIMbN27A4/GApmn09/cXXQgrLV02G3V1dTh06BAaGxtx48YNLC8v44UXXoDRaITT6awK2YzH4yXZj9jQ0IDh4WEhjTYUCmFqagpdXV2gabps57qSJZNAURS6urpgNBqFavdk/LdYLEIrtVJUlgVq6bKlovJnSRUOkUwx25io1WooFApEIhEsLCyAYRjMzMyAoij09/eXtAmyFFCr1WWRzPR9gBqNBvv27St5UY5qiGSmy6VWq8X+/fuxsrKCUChUNSltYqTLxmIxeL1e+P1+JJNJtLe3w+Vyoa2trWifkQmO4xCNRhGNRrfJpU6n2za5I9kA5BhHRkZKdozkOInIbWxsoK6uDocPH76r/1xqn81SymZvb+822bx+/To8Hg+cTmdReuQRKjVdNhtkTDl+/DhmZmYwNjaG6enpqpBNsSOZ6ej1ehw5ckSQzWAwiKmpqbKd62qQTEJqReu5uTkhqjk6Oor+/n6hOGStR2ZlUJNMmWMwGNDY2Ch6r0yVSoXp6WmMj49DoVDAYrHA4XDIuhrabtFoNCWVTI7jEA6HwbKssA+wnKmalRzJzCaX5FzfuHEDAERtGSQliimZsVhMiBImk0m0tbXB6XSKHiXMJpdarVZYQEuHLODYbDZ4PB6Mjo7i7Nmzoqbypi8i6XQ6HDx4MGuUMH3PZrpsqlQq0VqApBb3CIVCYBgG165dA8uycDqd6Onp2bMgVptkkuqyer0ehw4d2rZns5Jlk7RHK8ezrL6+HocPHxb2bAaDQUxPT2dtMyMW1SSZBNKrt6OjA/Pz82BZFqOjowgEAiU9hlokU1xqkilzSArC5OSk0MutWPA8L6Q1kEHQarXCbrejrq6uaJ8jNzQaDTY2NkT/HBLRYFkW6+vrkikyU4mRzEwpyJlEnohlMpmsKsncy8pvPB4X5DKRSKClpUVIQRXzAb8buUyH3HN2u13YN/fCCy8UteIt2VvtdruFhY0DB/LvsZpNNuPxeElks7+/H729vcK+0ZdffnmbbO72c6tVMslvXl9fXxWyyXEceJ4va5Etcq6JbJLKvx0dHXA6naJnMJD5VTnPQTlpa2vD6dOnsbi4iJdffhmrq6u4du0a5ufn4XA4ir4NqxbJLB01yZQ5pOR8MBgs2numt8JQKpXQ6/WIxWKiVbCVExqNBktLS6K9P8dxCIVCYFkWGxsb0Ol0GBoaErXIRiGQfmaVEMnMVy4JqZJZDewlkhmPx+H3++Hz+RCPx9Hc3IzBwcGSyGUsFkMkEhEmEwqFQmhFshtxIVFFh8MBhmGE9Lq9tEQg46zb7cby8vKe0993kk2FQiH8TQwUCgUGBgbQ19eHsbExeDweXL16VZDN7u7ugn/zSi/8k062PpmVLptksVIKe9xTizF5vV4EAgGcPXsW7e3tcDqdovX5rsZIZiZaWlpgMpmwuroKo9GIUCiEUChU9IKStf2YpaP8d3WNPdPV1YWLFy8imUzuaaAmK+osy2J5eRkqlQo0TcNms+H27dtCa4FqevBnQqPRIJFIFP1ckEIfHo9HkMuDBw+ir69PEnKZilqtlrVkFiqXBPI7yPm7F8JuCv8kEgn4/X54vV7E43EYDAa4XC4YjcaSyGU0GhWOV6FQQKvVQqPRFOVeJfsjiWySlgg9PT1wOp1oaGjI+R4kQ8TtdmNxcbHoVaFTZTOZTCKZTILjOGG8ElM2lUolrFYr+vv7EQgE4PF4cOXKFUE2zWZz3tcAx3GSEI9SkU0yCdlkUyoVUncLGUulFMWrq6vD0NDQNtl86aWXhBT/9vb2oo5lRLSrXTKBVwtMnjhxQui7TvqcFrs1Xk0yxad6RvAKxmQyIRKJYGlpaVcrbWQvEMuyWF1dzTjpIeWko9FoVafKAtvbmBSjzHYymRTkcnNzU1hNlaJcElQqlSzTZTPJZSHRo1okMzuJRAKjo6Pwer2IxWJoamrCkSNH0NXVJaX5HosAACAASURBVHu5TEev12N4eFiQTTIJ6u3thdPpzLpXfW5uDm63G/Pz88Iint1uF2WCTVJllUplWWTTZrNtk83Lly+jqakJTqcTJpMp5zVRbQuaRLZyjfmZZJNUSJWjbEopkpmOTqcT0uVJcZqRkRG0trYK+8mLMbZVe7psKpFIBFqtFgqFAk1NTTh69CicTqfQ53RychJGoxE0Te96z2wtXbZ0SO+urlEwpMJsOBwuSDIz7fnbt28fLBbLXYNdahuTmmQWRzKJXLIsi0gkIkwe+vr6JD+5klskM33f225TE6tVMnd6KCeTSUEkotEoGhsbcejQobxEYi+UQy7TaWxsxLFjx0DTNNxuN4LBIEKhEPr7+0HTtDBWLiwswO12Y3Z2FkqlEna7HQ6HoySRi3LKpkqlgt1uh8ViERYgLl26BIPBAKfTueMCRDWmy1IUlfd3rhTZlGIkMx2dTof9+/fDbrcLbTfOnTuHlpYWOJ3OPffTjcVi0Gg0tcgatuaY6ZVlGxoahGrAqVH83e6ZraXLlo6aZFYAqb0yDx06lPP16WmZ+RSUydQrs1pJlczdkEwmhX1LRC4ztSiQMiqVqiTFj/ZKseSSQP6fapPMTJHMdLlsaGjA0NBQQSmRu0EKcplOU1MTTpw4IfQPDgQCCAaDMJlMiEajmJubg0KhgM1mE/rBlZpyy6bD4dgmmxcvXkRzczNcLlfGSXq1RTJ3W0wsVTZT23HIRTalHMlMh1QbT41snj9/fs+ySSSzxlYkM1uhn0wFms6ePbvrNOaaZIqP9O/qGjlJlcydSJebQtIyyaQoEokU56BlzG4lM5FICOc/Go0KvbqKUe6/1Eg9kllsuSRUWyQz057M9Ai8Xq/HgQMHdlXcpRA4jkM8HkckEhGOh6Iooc+lFO6h5uZmnDx5EqFQCDdv3kQ4HAaw1WrqyJEjRalGu1fKKZtqtRo0TWNgYEDYt0sm6ekVhzmOq6pJ4F4rVqe245CTbMohkpkOyfoisun3+3H+/Hk0NzfD6XQWvP+8Jplb8DyPaDSas60VmbvSNC3smR0ZGclb9mvpsqWjJpkVgMlkApBdMhOJBAKBALxeL6LR6K4iZ7VI5qsUKpnp57+hoQH79+9Hd3e3JCbGu4HsySx225y9QuSSYRisrKwUTS4J1SiZFEUJEkLkcnNzU9iXKPZ1TOQyGo0K552iKGi1WmHvjlRYXV0FwzAIh8OgKApGoxHRaBRLS0t48cUXYbPZYLPZJDGhLLdsOp1OWK1Wob3NuXPn0NraCpfLhfb29lokc5fITTblFMlMR6PRYHBwcJtsXrhwIa908FRisVheRcMqHTKnSE+XzQbZM+twOLZFlnOd/1q6bOmQ311d4y5IJHNycnLbv8fjcYyOjsLn8wmD2G7lhtz0tUhm/pKZXgiloaGhJBGfUqBWq8HzPDiOk0RxIrHlklBtkglsPYjX1tbw/PPPY3Nzs2Tp3RzHIZFIIBKJSF4u19fX4Xa7MT4+DgDbqs3yPI+5uTncuXMHLMvC7/fDbrcXrZrsXsklm6TPphikFpnzer3w+/0YGRlBW1tbTTL3iFxkU46RzHTIdWyz2YS2TRcvXsyr0BXP87VI5q8h88tCtxOkRpb9fj/8fr9w/mma3raFoxbFLC01yawAGhsbYTAYBMmcmZnBj3/8Y7S3tyMej6OxsREHDx7c014plUoFlUpVi2Qit2Smy30xzr/UIOIWj8fLKpmlkktCNUkmKQzGcRwWFxeF9h2l2DtM+lymyqVGo4FOp5OUeGxsbAgTeJ7n0d3dDafTuW1PEUVR6OjoQHt7O2ZmZnDnzh243W74fD44HA7RrtVCySabsVhMdNkk963NZhMKq5BWL/Pz8wUX9pAjxZZMwk6y6XK5yp7CLedIZjqpEXoyB7h06RIaGxuztvCptS95FTK/zDeSmY5GoxFkn5z/y5cvo6GhATRNb1vgJ1k6NcRF/nd1DVAUhf+fvTePb6y87/0/R5IleZF32bItS7Z2jcezeRjPwlKWBEJKUgKkQIGb/NIAr/lBmqQUmpLcgdsmpXmRQltCQpICTUk6NwtJIJMQSCGZgdmHYVafI1m25H3fbe069w/3eZBlyZZsHS2W3v/M62V7pGP5LM/7+W4qlQojIyN44IEH8Morr4BhGPzkJz/Brl27kjZCQCaT5SUToIutSMmMHD5fWlqaki6b6YDsOqerLjOaXFqtVjQ3Nwu6I54LksnzPPr6+sBxHObn5wEsNra55pprBBc8v98Pt9ud8XLpdrths9ngcrnA83xcC3aSPltTU4OhoSGwLIvLly9T2WxqasqIrIBw2STzgIlsisViiMViwe5npLGKTqfDm2++Ca/Xi3fffRdKpRIWi2XNIwuygWAwKKhoENkk3WgzRTbJM2QjSCYhvPaYlMqcPn0aCoVimeyQdUReMj+MZK5VMgnk89fpdPTzf//998FxHAwGA2prazfU+ZbJ5D/lDcDIyAi8Xi/OnDmDo0ePYtOmTfjKV76Cm266KakLM7lcnk+XxYcLX7IDGSmXidZjZCPhkcxUEimXBQUFKZFLwkaWTDIvl+M4zM3NQSaTobW1FTabTXDJyxa59Hq9sNvt6O7uRigUQm1tLSwWS0KphwzDoK6uDiqVCgMDA2BZFhcvXkRnZyeMRiO0Wm3GyCZJiyeySSKcQssmuZYbGxshkUjgdDpx5MgR1NTUwGKxoKKiQpD3TSdCRTIjKS4ujiqbdXV1MJvNKZdNv98vaJQ8nRQUFNBsBSI7Z86cAcdxVDbzkvkhJIiRrO7bZIRSc3Mzbbp47tw5VFZWYvfu3Ul5jzwrk7OSOTMzgwMHDuDnP/85RkZGoNFocN999+Gxxx5LeLF65swZPP300zh8+DDGxsZQVVUFq9WKW2+9FQ899JBAv8HiXMxvfvOb+N73vgePxwOlUonnnnsOt99+uyALM5lMhunp6aS/bjZSUFAAj8dD094CgQDKyspgsVgS7iyXjaQ6kpluuSRsRMmM7MRLRhqRyJrD4Yg6wiQZkG6x5DwiYlNYWJhRcunz+ahcBoPBpETWGIZBQ0MD6uvraeT4woUL6OzshNlszpiRRuRvQiQzFbJJ6qakUikdGUFGFhw+fHhNcp/ppEoyCeGyabPZ6KD7VMtmIBDY8FGl8HmxRHZIZK22thZAdtekJov1psvGQiwWQ6fTQavVwuVyCbpBlmcpG/vKjsHMzAz27duHyclJHDx4EG1tbXjjjTdw33334ejRo3j99dfjvtn/+7//Ox5++GE8+eSTeOaZZ1BWVobjx4/j3nvvxXPPPSeIZLpcLjz11FN48cUX4fP5cMMNN6CiogI//elPBU1pk8vlCAQCOfFQWAmfz4dAIIC5uTlMTU2tuW15NpOqSGamyCWB3BcyeXxLvERLOW5paUFTU9OS65thmKQ3S8gWufT7/bQhTSAQQFVVFe1+miwYhkFjYyMaGhrQ29sLjuPwwQcfwGazUdnMhPuKSCSCSCRKiWyGj6gBPhxZQISIDGNPd6pnMkm1ZBLIKC1Ss5lq2fT7/TkjWBKJBHq9Hk1NTTSy2dXVBQCYnJyESqXKqPtfqvF4PBCJRIKdD2KxGBqNZkNtEmc6OWkKjz/+OC5evIhDhw7hyiuvBADceuuteOKJJ/DII4/ghRdewP79+1d9nTNnzuD+++/HM888gy984Qv069deey2efvpp/PCHP0z6sf/VX/0Vnn/+eQQCAXz84x/HV7/6VezevRtPP/00fvrTn2JgYIDujCWb8DEmuSiZXq+XtikPBoNgGAbt7e1rHsCczQgdyeR5HkNDQ+A4DtPT02mXS4JIJALDMFn9kOJ5HsPDw2BZln62KzVLImKRDGLJpVwuz4gUUUJkCny0OY7JRiQSQavVorGxES6XCzabDWfPnoXdbofFYsmYxmGpkE1yvkUuuAsLC7F161YqmyTVs76+HmazGaWlpet633RB6l7TeQ2kSzZzcdNaLBZT2Txz5gwGBwfR2dmJgYEBGI1GaDSanJRNr9cLmUwm6H0uP74kteTWlY3FOWY/+MEPUFdXh4997GNLvveZz3wGf/M3f4NnnnkmLsn82te+hpKSEjz44IPLvnfnnXfizjvvTNpxE6RSKW655RZ89atfxY4dO+jXyRiTgYEBbN++PenvCyyVzOLiYkHeIxPxer2042EwGERlZSXEYjFGR0dzUjAB4SKZmSqX4ZDum9kGz/MYGRkBy7KYmpqK+7NNhmQGAgFac0lmq0okEhQWFmaUXEaOHUpHCrxIJEJzczM0Gg2cTifsdjtOnz4d1ziEVCKkbMaSTEJ4ExsiRAMDA1G7+2YD5H6SCddCqmXT7/ejsLAwqa+ZLYjFYigUCgwODmLTpk3o7u7GuXPnYLPZYDKZ0NjYmBHnRKrweDxJT5WNRSbcQ3OBnJPMt99+Gx6PB+3t7ctOsqqqKphMJnAcRy/yWIyNjeHNN9/E9ddfn9KC7X/6p3+K+uANl0yhIMXYudL8x+PxoLOzE06nE8FgEFVVVTCbzaiursbly5cxOjoKv9+fkwX7yY5kZoNcErJNMskoCJZlMTk5CYlEQmcTxvPZikSiNf++ZM5lIBCgcknSYjNp8RQMBqnQeb1eKBSKtHeGJtEOrVZLxffUqVMZV/sthGyuJpkEIkRGoxEcx6Gvrw/9/f1L5pRmA5kkmYRUyWYuRjLDIY1/9Ho99Ho9enp6aIMam81GI5uZdG4IhdfrFbyDdH5OZmrJuSv7woULAICmpqao329qaqINGFaSzNOnTyMYDEKj0eA3v/kNvvGNb+Ds2bMQiUTYtm0bvvzlL+PWW29N+vHHeujW1dUBEFYywyOZGxm3203lMhQKobq6msolIXxWZi5KZrIimdHkMhEBSgcSiSQrJJPneYyNjYFlWUxMTEAikcBkMkGv1yd0zopEooT/zrHkUi6XZ9SCMhQK0dRUj8eDkpISbN68ecmIgXQjkUjoiJOuri50dnbixIkTKUnhTYRkymaiKW0lJSVoa2ujm8R9fX3o6+tDY2MjzGZzxmfeZKJkEoSUTdK5OFPv9anA5/NBIpHQtV1TUxM0Gg16e3ths9lw/vx5KpuZ0nlaCMiYJKEjmfl02dSSOU/7FDE0NAQAMVugk251w8PDK76Ow+EAALz11lt49dVX8f3vfx833HADRkdH8fDDD+NTn/oUnn76afz1X/91Eo8+Ng0NDQCAwcFBwd5jo0cy3W437WAYCoWgVCphNpujDgIPl8xchIjCWiOZ2SiXhGyIZBK5HB8fh1gshtFohMFgWNOGCMMwcafLBoNBuN3urJBLsohbWFhAUVERtm/fDrVanbG1UGTQe3NzMxwOBxwOB44dOyZIM6L1EEs2Sc0hqWteiXgjmZEoFArs3LmTymZvby+VTZPJlLGymcmSSYglm+uph92IMzITJdpGdXh9dl9fH2w2Gy5cuLBENjfaZ5bs8SXRyEcxU8/GOkvjwO12A4jdLppc7AsLCyu+zszMDIDFTq8vv/wyPvWpTwFYHFp+8OBBqNVq/O3f/i1uv/12aLXaZB1+TIqKilBeXi6oZJLPZqNFMhcWFui8sFAohJqaGpjN5hXTNnJdMklNXaIRrmyWS0ImS+b4+DhYlsXY2BjEYjEMBgMMBsO6dofjqcmMJpek5jKTFkM8z9NxIfPz87SRTDY12pBKpbBardDpdLRW/L333kvKWJVkQmSSRKvIvwzDrCqba5VMQmlpKa644gpMT0+D4zj09PSgt7cXGo0GJpMJRUVFa/69hCAbJJMQnqJss9nQ19eHgYGBNckmkcxsufcLwUrZUCKRCBqNBmq1ms4wvnjxIux2Ox2Jkkn31/Ug1PiScMKjmPlIZmrYGGdnApAC81iLYyIN8T6EGIbBpz/96SVfKy0txS233IIf//jHePXVV/GlL31pHUccH2TA9+DgIF3kJRuRSASZTLZhJJPIpcvlAs/zqK2thclkimuRluuSCSzuPscbydwIckkQi8UZ93efmJgAy7IYHR2FSCSCXq+HwWBIyq6wSCSKuQMcDAbh8Xjg9/vpz0gkEsjl8oz6u/I8j4GBAXAcR2eBtra2ZnX6mUwmQ0tLC/R6Pex2O5xOJ44cOZJRMyTJYq6goCAh2STn0nrFv6ysDLt27cLU1BQ4joPL5UJPTw+0Wi1MJlPGNJzJJskklJSUYMeOHTSyuRbZJOuwjSJKa8Hn8636WYlEIjQ2Ni6RzUuXLlHZjNUZPJsgGXKpaPyTF8zUkd1n5RpQqVQAFmcSRWNqagoAVh0DQtJtq6uroz6oSPTSbrev+VgTgUim3W4XTDKBxRtAtqfLzs/P08glz/NQqVQwmUwxU6ijQRbQmSYbqaSgoGDVSGa0cRnZKpcEsVicMXMyJycnwXEchoeHIRKJoNPpYDQak5pyFC2SGQqF4Ha7s0Iuh4aGwLLsklmgzc3NWbWgXwm5XI7W1lYYDIYlMyTr6upgsVgyYqxHuGyS9NmVZHO9kcxIysvL0d7eTq8Xp9O5RDaFTNGLh2yUTEKkbJJOv/HIZj6SmVhfB4ZhoFar0dDQQDfNLl++jM7OTuj1+oxslBcv+XTZjUnOSWZraysAoLu7O+r3nU7nkp+LhdVqBbB645NU7pjU1dXhyJEjCAaDgqV+yWQyzM3NCfLaQjM/P08fgkQuzWbzmnb8yW5bLkvmSpHMjSiXhExIlyWRmaGhITrywmg0ChKZCa/JzCa5jDauRafTZf2OfyzCZ0iSesTBwcGMGusRLpQrySY535L9/KyoqMDu3bsxMTEBjuPQ3d0Nl8uF5ubmpEX+1wK5n2TzubkW2cz1SGYgEEAoFEq4Vp5hGDQ0NKC+vh6Dg4PgOA4dHR1UNrPxOZuKSGa+6U/qybkr+7rrroNMJsPJkyeXRfzGx8dhs9mg1+tX7CwLAO3t7VAoFJiamsLU1NQyUXG5XAAAi8WS/F8iBiqVCn6/H2NjY7TbbLKRy+UYGxsTNFqabObm5mg6D8/zSemKR27gyZ4TmU0UFBTQGmfCRpZLQjolk9SYDQ4OgmEYNDU1wWg0ClpjRhb9CwsL8Pl89EEtFotRWFiYcX9XMq6FdNQ1m83Q6/UZd5xCQZoYRY71yKROq6vJJtm8EmqztLKyEnv27KE1zA6HA06nk8pmqmb1Ecjvm42RzEgSkc1cj2SS9cNaO9QzDIP6+npaKmWz2ej5nG2ymYqaTEK2rF03AjknmQqFAp/73Ofw/PPP47e//S1uvvlm+r2XX34ZPM/ji1/8Iv3azMwM7r77blRVVeHFF1+kDwG5XI6//Mu/xDPPPINXXnkFDz30EP0/s7Oz+PWvf43CwkLccccdKfvdwmdlCiWZMpkMPM9nxXzI2dlZKpcAVk3fGZr24Jcf9GNgyo1imQQ3WGuxQ1Me9YYkEokgkUg2TH3qWgiPZEbKZaKzGLMJsVgMnucRCoVS1ixmZmYGHMdhYGAADMPQND+hG5iEQiGEQiHwPI+FhQU6iiIT5TKy6dF6OupuBMLHerAsSzutZlLzm1iyGV6SIeSGZlVVFfbt20e7MZNGSjqdLqXnTjany8YiHtnM9UgmWT+sdC/lhmbxf0/1ontsDjKJGPuM1bh1ewNKZB9+ZuGySXofkPOZyGam3we9Xi8kEomg50I+XTb15OSV/Y1vfAN/+MMfcP/99+PgwYNoa2vDG2+8gSeeeAIf/ehH8eCDD9KfffPNN3Ho0CEAwMMPP4ydO3fS7z355JN455138LWvfQ0ajQY33ngjBgYG8PDDD2N+fh4vv/wyrQFNBeGS2dbWJsh7hI8xydSb1szMDGw2G/r7+wEsjncxmUwx5dIfDOEffn0ZrxzvQTDsJvSdPziwrbEc/3bXdjRWLl+QSaXSnI9kBgIBmq6z0eWSQB6CQqalE2ZnZ8FxHD2XUxWNCoVC8Hq98Hq99O946tQpGAwG6HS6jFoMT05OgmVZjIyMQCQSJaWj7kZCoVDQTqssy8LlcqG3txdarVawFOtEIbLp8XjAsiz6+vpoDaff74979Mlaqa6uxpVXXkmj4Ha7ncpmonNl18JGlExCLNlsaGig64mN+qxYDVJuE+388gdD+LtXL+CnZ/qWfP2NS0P45hss/vWu7bjWXLPke6Q3h0qlwvDwMDiOA8dxcDgcKTuX14rX603ZPTsfyUwdOSmZZWVlOHr0KA4cOIC77roLIyMj0Gg0ePTRR/HYY48t2UnZu3cvdDodqqqq0NLSsuR1FAoFDh8+jK9//ev40pe+hN7eXigUCuzbtw+HDx/G3r17U/p7hUumUJCbQCZG8MKjPQCgVqthMplWrEXieR6P/fw8Xn2/P+r3P+idwp3fO45fPbQP1SVLb4BSqTRnazJ5nqfnwMmTJ3MqLZEsBIPBoGC/69zcHE11BBbPZbPZjJKSEkHejxAul2TXt6mpCeXl5bDb7bh8+TK6u7thNpvR2NiY1rEfRJrC61IzoYlLplJWVkab37Asu6Qe0Wg0plXKPR4PbDYbnE4neJ5HfX097f4ankYrkUgEHT+gVCpRXV1NZdNms6Grqwt6vV7Qe9tGlkxCuGyG39uAxb+/0Pe2TGSldNmv/fLiMsEkzHoCuP+Hp3Hw/j1o0y5vWMgwDFQqFWprazEyMgKO42Cz2ZbIZqZtwnk8HsHv3flIZurJSckEFh+4zz77LJ599tkVf66+vh4OhyPm9xUKBZ566ik89dRTyT7EhMlVyYysUyODt+N5aJ3rm44pmIT+KTe+d7gLf3ezdcnXpVIpnZeaK5C0WI7jaCdmvV4Ps9m84eWSEC6ZyWZ+fp4uwHieT1nTlmhyKRaLIZPJUFBQgLKyMjQ2NqK3txccx+GDDz6A3W6H1WpFfX19SneGI1OHm5qaMmocRaZTUVGBPXv2YGJiAh0dHbQeMdUposBiJIdEDYPB4LLxKyQtnaTR+v1+wWWTYRjU1NRAqVTS5lEcx1HZFCJLIxckk0DSuM1mM06cOIG5uTm89957q2YcbURiRTK7Rudw8FTviv/XH+Tx7O9t+M/Ptcf8GYZhUFtbi5qaGoyOjoLjONjtdnR1daWt/jgWXq93XX0yVoPn+XzjnzQguGRmU4OYbIdI5uDgoGDvEZ4um27CO2wyDAONRgOj0ZjQjuiPT7ji+rmfnOrF39xoRoH4w8gNiWRmwjneOTKH832L0rdFXQZDTXKlJLJbp0QiQU1NDc0CyBXBBISRzIWFBdhsNjpWZy2DzddCKBSCz+eDx+NZMpuQdIsNj1SKRCJotVqo1Wq4XC7YbDacPn0apaWlsFqtqK2tFfQ6iIzuZlIjm2yksrKS1iN2dHRQ2RM6agcsRnC6urrQ2dmJQCCAqqoqWK1WVFVVLfm5WDWbfr8fIpGIfk8IwhfopN6cNFUhaePJqh/LJckklJSUoKKiAnNzc1Cr1bRBlVCyOTDlxpuXhjDtDkCpkOFjm1WoKE5v6mgsyYwVwYzkiH0MfZMLUFesXF8dvnEyNjYGjuNo/XFTU1NaOysDiw2gAoFAyo4h3eu1XEJwyVztj8nzPPr6+jAyMoLNmzdnzK5KNiKXy1FZWSmoZGZCJHNychI2m43KJaktWstikxuObxzLlNuPkVkvGso/jJZIpVK68ElX4wJuaBYHXruI410TS77e3lyJJz/ZAotqfQ/qaHJJ0mIHBwcxMjKSMTMjU0UyJdPtdtPZhsnqfBwPRC69Xu+SmYQymQxSqXTFhbtYLIZOp4NGo6GicOLECVRUVMBqtUKpVCb1WCNHD6UqdThXCK9H7OjooFG7ZIsUsHjNdHd3w263w+fzoby8nJ4zK60VwmUzGAwiGAzSplSpkE2SekhmrpIIsNFoRFNT07o/o1yUTGBRLqRSKW1QRRr1JVM257wBfPUXF/DauQGEwrIln3j9Eu5p1+IrN1uWbB6nkliS2TOxEPdr9E64V5VMAsMwUCqVS2TT4XAskc10ZISkorNsPoqZHgRfGf/iF7+ASCSC1WpFXV0dfD4ffD4fTcEqKChAX18f7rzzTvzyl7/E9u3bhT6kDQsp+h4cHBQsukaiG+mIZE5MTMBms2F4eDhp4xskovg/o4KInyUPBp/PlxbJ7BicwadfOIZZz3LJO9E9gdu/cww/eWAPNtUn/pCOJZfhXerI75xrzY+SIZlutxt2ux0ulwuhUGhdM1sTYT1yGYlEIoHJZEJzczM6OzvhcDhw9OhRKJVKWK1WVFQsrxVKhGgCbrFYciqdLlWERzpI1C6ZIhUKhWj02+PxQKFQYNu2bVCpVAk9p0iqLBkjlGrZJE1VBgcHwbIsLl26hM7OTvoZrVUSg8EgxGJxzi2A/X4/Pa8UCkVM2VxryYA3EMRnXzqJU87JZd/zBUJ48b1ujM158S93bkvLZ+/z+eh5G45cEv95VChd2zlXXV2N6upqKptdXV1wOp1paQiWH1+ycRFsZUxums8//zz++7//G3K5HB6PB5WVlTTlqqKiAlVVVXA6nejt7cVLL70EqVSKhoYGwRdbGxHyEOzo6BBMMhmGgUwmS2kkkwzOJt0jkzkbcFdzJc64lj+AImmuLoZSsbzxD7D4oEjHOIC/ffVCVMEkzHkD+NtXz+O1h66M+zXjkUsCSafLRzLjx+PxwG63w+l0IhQKoba2Fmazed1CthrJlMtICgoKYLVaodPpaMrl4cOHoVKpYLVaE5ZC0gQm1QKeZ2nULhkixfM8reNdWFhAcXExduzYAbVava7nU7plk4yLGBgYAMuyuHjxIux2O0wmE7RabcKySdZLuUYgEFiWlp1M2fzJ6b6oghnOa+cGcHubGlebkpuBEQ8+nw9SqXTZtXCNWYmfv796ymx1iRSb6ta36UZkc3x8HBzH0YZgZNRRKmSTBC2ETJfNN/1JD4JJJrloHnnkEezatQtDQ0NwuVwYGBjA7OwsLl26hJmZGYyNjdH/88ILL+C5555DfKl9UwAAIABJREFUVVUVvv71r+Pzn/98ftchQerq6vDOO+8IOl4hVZJJbnqjo6O0e2Syd9ju3qXB9/7YtWR0STTu2a1ddi6GS2aqOd83hXO9U3H83DTO9U5ha+PKC/RE5JKQCZHMzpFZnHFNIhDiYa0rxfbG6HNNk8laJNPj8dAamFAoBKVSCYvFgsrKSqEOE4CwchmJTCbD5s2bodfrwXEcenp6MDQ0hIaGBlgsllXTW71eL/2MgsFg0iKieRInXKT6+/upSHV2dsJsNkOj0ax47vA8TyV1dnYWcrkcW7duXfX/reU40ymbDQ0NqK+vp5/RhQsXqGxqNJq4xTGVktk1Ooe32RHMe4OoL5fjY611S2YuphK/3x9TLGLJZjxd4wk/Oh5fz4UfnXClVTIjualFBVWpHEMzK2eM/UW7FlJJcs7vqqoq7N27l27qO51OuFwuGtkUciM9ny67cRHszkJu7DfeeCOuv/56WlMBLN5Qu7q6MDw8DL/fD5vNhm9+85uorq7GJz7xCXz3u9/F448/jtLSUtx5551CHeKGRKVSIRgMYmRkBA0NDYK8h1wux8TExOo/uEZI+sbY2BhEIhHteijEjlpjZRH+9y2bcOC1SzF/5ipjNe7drV329XRK5ulVdmeX/KxrMqZkErnkOA6Tk5M0BTKeeVrpjGR2jc7h8V9cxLGu8SVft9aV4olbNqFdVxXjf64fch+L5/eOFKfq6mpYLJZlDU6STSgUgt/vh8fjoXLJMAzkcnnS5TKSwsJCbNu2DUajkc48HBgYgEajgdlsXnYd+3w+dHZ2oqurK6WfUZ7VYRgGarUa9fX16OvrA8dxOHfuHBWpyDE25H7S0dGB6elpSKVSbN68eV2ppPEeZzplM/IzOn/+/BLZXO29UyGZY3NePPqz83ibHVny9Sdeu4QHr9HjoesMKV+AR4tkRhJNNvv6+laVzUAwBHZoNq7juNifni7xsbKgpBIRnr9nB+799xOY90bfzLzKWI3//1pD0o+psrISe/bsweTk5BLZJI0VhWi0lopIJiEvmaklJdtX4bUcPM9DLBbDaDTCaDQCAHbu3Ikf//jHKCoqwuOPP46bbroJd9xxBw4dOpSXzAQhHWZJeokQyGQy+Hw++gBPBjzPU7kcHx+HWCyGXq9PSdez/7W3CVUlUjzzlg2O0Xn6dYVcgrt2afDXHzVF3S1Mp2SGEkj9CIWW/+x65JKQrkhm99g8bvvOUUwuLH/fjsEZ/MUPTuDlz+7ClcZqQd4/nkhmpDhVVVXBYrGgulqYYyIQufR6vfT4SIq7TCZL6VzL4uJitLW1Udl0uVzo7e2lI0dEItGSDqOVlZWwWCxJbxyUZ/2IRCJoNBqo1Wr09PQsGWNjNpuhVqsxMTGBy5cvY2JiAhKJBBaLBXq9PqX16umUzfDPqLe3FzabbUUhDycQCAgqmdNuP+783nF0jixvdDfvC+Jbb9kw6w0sG9MlNOE1mauxVtmMh3R5B2l+FY0dmgr8cv8+/Mt/2/HGxSEE/uc5Xlcmxz27tfj8VbqkRTGjUVFRgd27d9Mu/i6XCz09PXREXDJlk0QyhRyflE+XTQ+C3f1jCUi0XYSFhQUa0QQWW9Nv2rQJZ86cEerwNiypHGPi9XrXHV3keZ7Ob5qYmIBYLIbBYEj5/KY/3VKPj7fW4WzvFAam3CiWSdDeXIkiaexLJJ2SmUgdhjXsZ8nnzbLsmuWSkK5I5oHXLkUVTEIgxOPRn53D4UevhUSAroErSabP54PD4UBXV9cScaqurhZ0BzUUCiEQCMDj8cQll5cGpnGqe4KmGe/RVUGUQBOsRCgtLcWuXbswOTmJjo4OdHV1obu7GwzDIBQKoby8HBaLBTU1Nfld5gyH1MQ3NjbSRj7vv/8+zp07R6NxRqMxJfM2O0dm8Q47igVfEOqKQty0WYXi/0n7XE02yZxNISCjfhobG9HT0wObzUaF3GQyQa1WL7seg8GgoJ/X9w93RRXMcL53uAu3t6lhqhV2Ji+B/D0S3YQIl00y0iiabErEImxRl+F83/Sqr7ltlXISISD37JX+7sZaBZ67ewcm533om3RDViCCrrpYkOdaLMrLy9He3k7nkff09KC3t5d+3sno8u31elO2CZp/xqQWwdNlYzE0NAS/34/GxkYolUq88MILGBoaArC4KCEdC/MkBpHMgYEBwd4jfIzJWiUzMpJGFid6vT5tY2wYhsEOTQV2aOKrASOSlQ7J3K2rQnN1MbrH5lf8uaaqIuzVVyVVLgkikQgMw6Q0kukcm8dh2+iqPzcw7cE73Cg+sqk26cdAFkXhkhk596+iooJG5YR+qJE5l+FyKZVKIZfLl92H7cOzeOzn5/F+z9J63qaqIjzxiRb8iblGsOMsLS1FTU0Npqam4Pf7aVaLSqVCVVXVhnr48zyP93um0De5gGKpBO26SijkG2eWrFgsRnV1NUZHRzE0NETPvcLCQlRUVAg6Y3NkxoO//uk5HLGPLfn6gdcu4aHrDHjgah09l2LJJunqKbRsEiEnsnn27FnYbDYa/SXvLWS6bCAYwn+d6onrZ3903IUnP7lZkOOIhDw31nquKBQK7Ny5E2azOaZs3tOuxaN951d9rWjlMEJD1g3x/P4VxdK0z/QsKyvDrl27MD09TUdKhcvmeiLJHo9H8HVfviYzPQgimYFAAK+99hp4nsdtt9227PuhUAi/+93vcPLkSXz729+GSCRCa2srWltbASxGyr74xS/immuuEeLwNjSplsxE4Xkew8PD4DiONphZr+ykC4lEApFIlJbGNyIRgyc/0YLPvnQqZtMiMcPgiU+0YGwsuXJJYBgGBQUFKf39z/Wt3uyI8H7PpCCSGR7JJHLpcDjg9/tTGpXz+/1wu91xySUAdI7M4fbvHsO0e/nfyzm+gP/v5VP43r07cUOSP7NgMEijXl6vFyUlJdi6dSvEYjEdcN/d3b3uMRCZwm8uDOLpNzl0haXeF0nF+PTORjx2k2XNIwcyhfn5eVpryzAMNBoNDAYDBgcH0dnZiZMnT8Y9/zJRJud9+PQLx+AcXz5HcM4bwFO/ZTHnCeCRG81Lvhcum4FAgEbRfD4fxGKxoONDxGIxmpubodFolkR/bTYbLBYL6uvrBZXMoRkPxufi2wi9OJC62kSSAbPedGoim9HSaD9iMuIakxJ/XGFj8u52DXY1C9uALRqxZmRmOmVlZbjiiiswMzOz5PNez1xT8lwQCp7n8+myaUIQyRSJRPiHf/gH7N+/n34tGAzi8uXLaG1thUgkgtlsxle+8hU8++yzUXdy9Ho99Hq9EIe3oamrqwOQmnTZRGZlRpPL1bqXZgNSqTQtkUwAuNqkxA8+sxN/9+oFDE4v/VuoSuV47LpGiIZZHGMXI8VCyLxEIklpumxCtagCPVTIYnB8fBwulws+nw9lZWWwWCyora3NOLkkPPn6paiCSQjxwFd+cQFXm5RJqfUJhUI0guN2u1FcXIyWlpYlERwyKqOjo4N2L7VYLCvWr2UyPzrhwuO/uLjs6wu+IF4+6sTlgRn88HO7IC/IPtGMnFsa2TVYoVCgubkZDocDDocDx44dS3qd7fN/6IwqmOE8904nbmtTo7l6ec0Y2RjjeZ7KJolwpkI2dTodtFotnE4n7HY7Tp8+DYVCgUAgIFytaCJzSAU5guisN5IZSWlpaVTZfHBzAxpK6/HzD4bgDYTozyvkEnz+Kh0eujb1DY+AD3//bF3/kM/bbDYv6f5bX18Ps9kct2zyPA+PxyN4vwJCPpKZWgSTzP7+fmzdupV+bWZmBldeeSU4joNKpcLWrVvh8XgwNDSExsbGqK8j1KzHjYxMJkN1dXXGRDJ5nsfQ0BA4jsP09DQKCgpgsVig0+kETalKFemUTAC41lyDI49ei/9mR3C+bwo8DzSVMlD6hjAz3IEZgeSSkOpIZkt9mSA/Gy+BQADd3d0AFue3lpaWrmmo/Fog3WKJ1JMFc2Fh4aoLVNf4/LL0wmiMznrx1uVhfHxL3ZqPM3I2Iuk2G00cyagMlUpFO3OS+jWLxYKGhoaseQYMTrtx4Fexu1QDwEnnBF58rxv7/yT5XSGFwuv10vmnZG6pxWJBWdny6yv8/k4aXx09ejQpHYO9gSB+cnr12YEA8F8ne1ZsYkOuHSKZqZZNvV6/RDZDoRBGR0cxODiY9HtJbak8rnEYQGprE5MVyYwkUjb7+/vRXgB89OP1GEQlvCERlAo5rrPUpDWrIFsjmZGE18ja7Xb09vZiYGAAdXV1MJvNUe8T4ZDSifz4ko1J0iWTFNYXFRVhZGSEfo1hGNpNUKVSYWFhAQqFAiMjI2hsbIwqlPkTInEYhkFdXR2GhoYEk3RyM1gpkknmpHEch5mZmQ0nlwSpVIqFhZV31oVGIhbho5tqsV0pWmygNDqB+RQ14JBIJAlFtNeLqVaBK5oqVh2wXV0ixY0tyUv7DAaDdEFINlcqKytx5ZVXZrRcEuJpfkE41ze1JsnkeR79/f3gOA5zc3OQy+XYsmULtFrtqscZ3pnT5XKB4zicOXOGymYqJH69/NfJXtoBciV+dLwHD1yth1igRkvJwu/3w+FwoLOzk46WsVqtcc12lUql2LRpE/R6PRXUd999FzU1NbBYLGuafdo36V4xEh/OhTjPd5FIBJFIlBbZlEgkMBgMaGxsxBtvvIFgMIiTJ08mPStCLGJwd7sG//yWbcWfYwD8RQprE5MdyYwkmmwWYQAmtRpmnTntaesbRTIJCoUCO3bsWBJJJpsmZrM5Zhfd/PiSjU3SJZPsGGzbtg1vv/02br75ZohEIpw+fRoymQwvvvgiiouL8dJLL6G5uZmeePk/fnIgknnhwgXBJFMikUAikUSNZPI8j4GBAXAch9nZWUilUlitVjQ3N28ouSRIpVJMTcVfJ5hsonXnTVV3R2BxgTA3t3LXwmRz4JYWfPqFY1jwRR8hwgD4P5/cDJlk/YuIaPWEmzdvxvnz5yGVSgW9b8WSS7lcnlF1i2RDiWVZzM7OQiaTrXk2okgkQnNzMxobG9Hd3Q273U5r/DZt2pTR401OO+ObHdw/5cbAlBuNlcINN18PJFpvt9vh9/tRUVFB6ysThZwLRDZdLhcOHz68YjQ0FomkfSaaeZpO2SSv29TUBKlUCofDgRMnTiS1vvsvr2rGW5eHcaE/tnx/6SOmqCnGQiFUJDOSWGm0ZBSHkLWAK7HRJJNQUlKCHTt20DTa3t5eDA0NQaVSwWQyLdtgIuvIVEQy86SepF/d5Gb4wAMP4JFHHsH58+fR3t6OH/zgB3jooYfgdDrR1taGqqoq/OM//mO+7lIA6urq8Pvf/37V9tjrQSaTLZHMyCgG2clubm5O6Zy0VCOVSmltTypryNItlwSJRJLyxkebG8rw48/vxiM/PbesLX9tqQxPfqIFN21ee7onsJh9QeTS4/Esqye8fPnyinMy10MgEKA1l2SjSCKRoLCwcM1y2doQ/2J+izq+nyV11izLYnp6OqnXvEQioY2ASI0fSbuMN5qWagLB+BcywTginqkmckOltLQUO3bsSEpErbCwEFu2bIHBYIDNZkNPTw+GhoYSqt9SVxSiukSKsTia2GxvTDxSCqRHNsl9RCqV0j4F5Jw/fvx4UjpVF0kl+NHn23HgV5fw+rmBJRH36hIZ/up6A+5JcYdVoSOZkYTLJsdxtDtqumRzo0omobi4GNu3b6eySa752tpamM1mKpuplMx8MCv1JH31TxbaN910E6ampvDKK6/g97//PR566CE88sgjEIvF2L9/PwoLC2G1pnbwb66gUqkQCoUwPDwcs951vcjlcng8HoRCIfT398Nms2Fubg4ymQwtLS1oamra0HJJCJ+VmYp0j1hyma7RLxKJZMn8uVSxrbEcb33pahzrGscZ5ySCPA+LqhTXW2tQsI4ZYqFQiNYTut1uFBUVYfv27ctm25GRCMmEzLkMBAJULkla7Hojl03VxbjSUI13O1euy6wukeGjm1Qr/kzkOBwhU+HJa5ORVl1dXThy5Ahqa2thtVoTioQJjVmlwMk4opkKuQSqMuHvFfESec4XFxdj8+bNgtTDFhUVYdu2bTAajXShPzAwALVaDbPZvOJCv0Aswp9f0Yhvv+NY8T1EDHDnrvU991Ipm+Q+Qq7x8OspmU2USuUFeObPt+ErH7Pgj7ZRzHsDaKgowjVJavSVKKmKZEZSWlpKu6OmUzYTGWGSzZBrntRs9vT0YHh4GDU1NTCbzTRdNhXrl7xkph5Br+4777wTN9xwAxYWFqBSqeiCfMeOHUK+bc4TPsZEKMmUSqWYnJzE22+/jfn5eZoWpdVqc0IuCamSzEyTSwJ5QPr9/pQfB8Mw2Kuvxl79+rvSkYW2zWbDwsICfTDG6nKaTMmMJZdyuTyp19KBWzbhtu8cxYwnejdgEQN8/dbNKy44x8bGwLIsxsfHacdig8Eg+EKJbF7pdDra4XR4eBgNDQ0wm83rmtGWLO7apcF/Hnet+nO37VBnRHdZUtrAsizm5uZWbNCUbIqLi7Fjxw4qm6QzZWNjI8xmM4qKoqcSP3iNHm+zo+gYjD1q47GbLFBXJCcVORWyGSmZBFJqotfrlzVRMpvNa+7GWVMqxx07hVkXJEKqI5mRRJPN8DmbQsumz+cTvOQikygqKsLWrVupbLpcLoyMjNBZ60Kvn/KkB8FtIFVtifN8iJCzMslifHR0FKFQCIFAAK2trdBqtRlVJ5YqwiVTCHiepwv7TJJLApGgQCCQEceTKCQSz3Ec5ufnUVhYiK1bt0Kj0ay40BaLxev+mweDQbjdbsHlkmCsVeAnD+7Boz87v6wRkLqiEE9+ogXXW6M3S5qYmADLshgdHYVYLIbBYIDBYEj535z8fQwGA10Y9vf3Q6PRrCgnqWBTfSn+ol2DH52IPfi+vkyO/demt0QkMs15PTW06yV8xiHLsujp6UFvby+0Wi1MJhNdgNKflxfg4Od346u/uojfXBhcknZco5DhSx8x4a5dmqQfZyzZDIVCEIvFEIlEa5aFWJJJCG+i1NnZie7ubrz33nsZnToeD+mKZEaSLtn0+XwbPooZDZI6bzQa6eYJAJw6dWpdmycrkU+XTR+5E3LKIYSQTDLzzm63Y2FhgT4Y9u7du6bhuxsFoSQz0+WSEB7JzCZIDTHLspifn6edUDUaTVwL7fVEMqPJJam5FHrBZVGV4rWHrsS53imcck4gGOJhVilwlVEZtdvp1NQUWJbF8PAwRCIRdDodjEZjSlLDV4JEwgwGA5WTvr4+KifpOr7/88nNKJZJ8NJ73fBH1GhuVZfhubt3oEaRvs9ubGwMHR0dmJiYQEFBAaxWK3Q6XUYs9Hft2kXPN6fTiZ6eHjQ1NS0738qKCvBvd23H4zdbcdg+CrcvCHVFIa42KdeVKh8PRCbJnE3yL8Mwa5ZNIlur3XdIND9cNo8cOULTDrNNNgOBAP3MMoFUy6bP58uoZ3mqKSwsRGtrK6ampjAzM4PJyUm89957qKqqorKZbCnMS2bqyUvmBqShoQFAciQzGAxSuXS73XQXCgDOnz9PH5C5CpGsZEkmkUuO42hKYrqiRvEQHsnMBiJTBNcaxVmLZAaDQXg8HjoXDFj8/ORyecp3tLc2lmPrCjPxZmZmwLIsBgcHwTAMmpqaokaW0k24nHR0dKC7uxs9PT3Q6XQpb4IFLI6L+Lubrfj8VTr86oN+9E+5USQV43prLbY3lqdtkTM5OYmOjg4aiU5VmnOilJeXY/fu3TRy3tXVBZfLhebm5mX3QFWZHJ9OQ9onwzA06yAZsrlaJDMSuVyOzZs3w2AwwG63w+l0YmRkBLW1tbBYLDFHRWQafr8/7Zsb0VhJNs1mM4qLk9OB1+/3p62zbSYRCARQUlKC9vZ2OBwOdHd34+jRo6isrITZbF5Xwytg8ZmfT5dNH5l3hedZN2Sm3Hokk8gl6a5J8ulJGuHw8DCAlWdl5gLJimRmm1wSsiWSmcwxG8CiHMYrmaFQCG63OyPkcjVmZ2fBcRz6+/vBMExGpKHGQ3l5Ofbs2YPx8XF0dHTQ2YwGgyEts3mVChn+8ipdSt8zGjMzM+jo6MDQ0BCNRJtMpoy+pwCLM2j37t1L/54kcqfX66HX6zOiI2e4bJL02bXIZqKSSZDL5WhtbaUde0md8lrGw6SDQCCQcfe/cGLJJmkQtB7Z5Hk+Z9NlI/F4PKisrIRcLkdLSwsMBgO93o8dO4aKigqYzeakjPLJRzJTT14yNyAFBQVQKpUYHBxM+P+SNvZ2u53KZbRmEGSREm1WZi5BPoe1Sla2yiWBPCQzNZLJ8zyGhobAcVxSx2yQSOZKs2izSS7n5+fpQgpAXN0+M5Gqqirs27cPo6OjuHz5Mo2GGY1GNDc350zd+NzcHG2owzAMtFotzGZzxkWiV4P8PUmar81mQ1dXV9o2D6IRLpRrkc21SiaB1CkbjcYloyLq6upgsVgytpwlUyOZkRDZnJ6eBsdxtG54PbJJot+ZsFmSTkKh0LK0YZIWbjAYaGSTjPJZi2zm6zHTS+Zf4XkShmEY1NXVYXh4eMVFcDiBQIDKpdfrpTOOIkc3EEiNTK5HMiUSCRiGSTiSme1ySSCLhEyLZEY2NyH1Z83NzUlZmJIFIWn8EU4oFILH44HP56MPOLFYjMLCwoxYFIezsLBAF6Y8z6O+vh4WiyUjurWuFYZhUFNTQzfaWJbFpUuX4HA4YDabV23qlM243W66EOZ5Pms3C8JhGAZKpRLV1dUYGRlBR0cHWJaFw+GgmweZICtrlc31SiYhfDyMzWZDb28vBgcHE5pFmkoCgUDSUk9TQVlZGXbt2pUU2dzoMzLjZaUZmTKZDJs2baKy2dXVhePHj6O8vBxmsznh+b15yUwP6b8z50k6DMNApVLhgw8+WFUyA4EAnE4nOjs74fV6UVJSgpaWFjQ0NKy4ECM3x1yPZJJ0qUQkk4wiyWa5JGRaJJPneYyMjIBlWUxNTQk2w5EsCMkoAyC75NLtdtMUO57nsybFLhEYhkF9fT3q6urQ19cHlmVx7tw52O12WCwWqNXqDbPw8Hq9sNlscDqdCIVCUKlUsFqtGScW64FhGNTW1qKmpgZDQ0NgWRaXL1+mspmO7rixjjMR2UyWZBLIBrHJZFoyizSTxv0A2RPJjCQZspmXzEXI+nGlRm1klE+4bJ44cQJlZWUwm820PCwW+XrM9JJ9V3ieuKirq8Obb74Zc35hIBBAd3c3Ojs74fP5UFJSktAAbpFIBJlMlvOSCSzeBOORzMgZg9ksl4RMiWSSOaIsy2JychISiQRmsxl6vV4QwQuXzFAoBK/XC6/Xu0Qu5XJ5xi0ivF4vrVcMhUJZ1yxkLTAMg8bGRjQ0NMDlcsFms+H999+nsllXV5e1sun3+9HZ2QmHw4FgMAilUgmr1YqKiop0H5pgkEwdlUpFm3hdvHgRnZ2dMJlMcXeITsVxxiObyZZMAunATGSTzCLNhOg2+RwybfMtEdYjm3nJXGSlSGYkZMNYr9ejq6sLDocDJ0+eRGlpKcxmc8z7eD5dNr3kJXODUl9fT+vRtFot/brf70d3dzccDgd8Ph8UCgW2bNmC+vr6hC9CmUyW8+mywOqSuRHlkpAJ3WUjP1+TySR4cxCyIJyfn48qlxKJJKNSMn0+H5XLYDCY9TP21oJIJEJzczM0Gg26u7tht9tx6tQplJeXw2q1rruLYSoJBALo6upCZ2cn/H4/KisrYbVac2ouNcMwaGhoQH19Pfr6+sBxHM6fPw+73Q6z2bysj0A6j3Ml2RR6XmRJSQna2tqWyWYyGtisFfIZZGMkM5K1yGZeMhch68dERk4VFBTAbDZDp9PRteypU6egUChgNptjrmWz5d6+0cj+KzxPVOrq6gAA/f390Gq1GB8fx+DgIHp6euD3+1FaWoqtW7euaxdfJpNhbm4umYedlUil0qifA6m5HBsb23BySRCJRBCLxWmJZI6Pj4NlWfr5pmqOaCgUQigUArDYjbW8vBxisRgymQwFBQUZsbAl+P1+OBwOOBwOBAIBVFVVwWKx5JSMREKuRa1WS0Xt2LFjqKqqgtVqRVVVVboPMSbBYBBOp5PWzpeVlcFqtSal82K2Eh6p7u3tBcdx+OCDD2C322EymdDY2JgRn0002QyFQpifn6ffj7eHwlpQKBTYuXMnlU0iQxqNBiaTKaUdpIlYZ3MkM5JEZDMvmYskEsmMpKCgACaTCc3NzbTk6/Tp01AoFDCZTDQrL58um17ykrlBqa+vBwDY7XYcPHgQL774Ij772c/itttuiyuPPR7kcjnGxsYEfTBmAySSST6HaHKp1+vTPsBeKCQSSUojmWSGHpn5lyp5J53wPB4Pfa8LFy7QMR+ZtHng9/tpSpHf78/KaJ3QkB3x5uZmGuV99913UVNTA6vVmlEpxKFQiAqU2+1GSUkJWltb15SBslERiUTQarVobGykadFnz56ladGZ8lkxDAORSESbGM3OzqK0tJR2HCUiKhTh3VJZloXL5UJPTw+0Wm3KZuGSTcmNEMmMJJZsajQaGI1GFBcX5yXzfyCRzPU8OwsKCmgDMCKbZ86cAcdxMJlM9JmXCdd+LrLxrvA8ABZTZDQaDfbv34+FhQUYjUZcffXVuOaaa5J2sclkMvA8D7/fn9M3S/K7Dw0Noauri8qlXq+HwWDYsHJJKCgoSEkkc3JyEizLYmRkhM78MxqNgn++RC69Xi+NYJK5jJ2dnXC5XOjr66ObCencnY+stS4rK4PFYkm4E18uIZVK0dLSAr1eT5vnjIyMZESnXZ7n0d/fD5ZlMT8/j8LCwhW7fudZmhZNor6nT59etXYrVYyPj+Py5cuYmJhAQUEBNm3aBI1GA+DDLAmSISLk37isrAzt7e2YmpoCx3FwOp1UNo1Go6CyuREjmZEQ2SSfL5F5jUZDf/9cXjcBi5EtnExRAAAgAElEQVRMiUSSlM0GiUQCg8GApqYmOinh/fffR1FREXbs2JFTpSGZRF4yw5iZmcGBAwfw85//HCMjI9BoNLjvvvvw2GOPrflmePbsWezatYsu/pqampJ70BGMj4/jmWeewb/8y79gbm4OOp0OTz75JO6+++6kP7DCx5jk8s2SCNbJkydzSi4JQkcyp6amwLIshoeH6QJS6EUQEF0uScMrqVSKsrIy1NTUYHR0FB0dHeA4Dt3d3TCZTCnvdBmZRqlQKNadDp9ryOVybNmyBQaDgUYgBgYG0NjYCLPZnNLaNTKCp6OjAzMzM5DJZGhtbYVWq82IpjbZALkXa7VauvFy6tSptKUYT09Po6OjA8PDw7R23GAw0LUFz/MIBoM0jTZVslleXo729na6idfd3Q2Xy4WmpibBNvE2ciQzEvL5hssmsBjRJrPIcxWv15v0DCCJRAK9Xo+mpia6cZJt84E3Esw68pU3VKLzzMwM9u3bh8nJSRw8eBBtbW144403cN999+Gqq67C66+/nvDDPRgM4oorrsDZs2cBQFDJHBsbwz//8z/j3/7t3zA3N4f29nacPHkS9957L/7jP/5DkPfs6+vDmTNnsHfvXiiVSkHeI5MJT4sFgIaGBmzevDln5JJw9OhRzM3N4aMf/WhSX5ekcw0NDdGB8qlI51pNLqMt+EiTLZL+VlhYmJLmI6FQiKYGejweFBcXw2KxxN0lOk9sZmdnwbIsBgYG6PlnNpsFv77JpsXk5OSSVLBcWJALCUkh7+zsRCAQQEVFBSwWi+Ap5PPz82BZFn19fWAYBk1NTTCZTDHPo3DZJKRCNgmR5QhENpMpAwMDAzh16hT27NmDmpqapL1uNjA1NYVjx47B5/OBYZi01MRmCr///e8hl8tx5ZVXCvL6PM/D6/WCYZiMKmfJUtZ0k8w/tf6Hxx9/HBcvXsShQ4foCX/rrbfiiSeewCOPPIIXXngB+/fvT+g1v/Wtb2FychK1tbUYHh4W4rAxOTmJp556Ct/+9rcxPz+Pffv24cCBA7juuuugVqsxNDQkyPsCH+bR59oYk8iGMyqVCkNDQ1Cr1TknmEDyI5kzMzNgWRaDg4NL5FLoh/Ba5JIQPlaht7cXLMvigw8+QGdnJ6xWa9IjiqRGz2azYWFhAUVFRfk0yiSjUCho7VpHRwecTid6e3tpJD3Z2RsTExPo6Oig9xUhR/DkIuE1uKQZFmn4JEQzLI/HQyNXPM9DrVbDYrGsGhFnGAYSiQRisTgtkc3Kykrs3buXPuccDgecTieam5uTVvueS5HMSMrLy1FYWAipVIqSkpIlabS5JpukeZlQkD4Z+Q3X9JGPZGJxx7qmpgYVFRXo7+9fckKOj49DqVRCr9fDbrfH/ZoOhwOtra345S9/ifvvvx8ul0uQSObY2BiamprQ1taGAwcO4Nprr6Udtdra2hAIBHDu3DlBLrLZ2Vm8/fbbaGlpgcFgSPrrZxrhcknSNg0GA+bn5/Huu+9i+/bttLYmlzh79ix6e3txyy23rOs8m52dBcdx9BpMVYv9UCgEv98Pj8dD5ZJhGDrnci0LOpK+arPZ4PP5UF5ejk2bNq074s/zPB3XQGr0yGzAvFwKS7gEkpSsZEhgeMQ+PB08v/MuLF6vF52dnXSsj1KphMViWXftlt/vh91uR1dXF4LBIGpra2G1Wte8mE53ZDNyRJROp4PBYFjXJovD4cDFixdx7bXXorS0NIlHmx387ne/g0KhwN69e2kaLcnYyRXZDAQCOHToEJqbm7FlyxZB3oM820UiUX6zbv3kI5lr5e2334bH40F7e/uyRXJVVRVt+W2z2WAymeJ6zQceeAC33XZb0lMII6mursbFixeXySvDMFCpVDh9+rRg3V9zJZIZKZeRNZekU1w6xnhkAhKJhC6E1rIzPTs7C5vNhr6+PgCgcin0sHDyAPJ6vXQBR9JqZDLZuhZwpB5Mo9HQFL2jR49CqVTCarWioqIiodfjeR6Dg4NgWRazs7P5Gr00QCI8kTW4BoNhTemsc3NzYFmWbqqQNMp8/VBqkMlktOGT3W6H0+nEkSNHUFtbC4vFknB3YdJ3wW6309mlmzZtWvdInHRHNqurq7Fv3z4qm6QT83o2WcizMlcX/uHNEqPVbOZCZJOsG4XM/sqPL0k/ecnE4hgCADGjjE1NTeA4DhcuXIhLMl988UWcO3cOBw8eTOZhxiTWcdfX12N0dBQ+n0+QC5nMBCRtqNMNz/M45hjHz870oW/KjWKpGNdba/Fn2xtQIkv8VF9NLgnkYbHRZTsWZKHg9/sTWmjPzc3BZrOht7cXAKBWq2EymQTv5hkKhRAIBODxeJIul5GQFL2mpia6ODt8+HDcnUtJrSfLspiZmaGdUJubm/NymQYYhkFNTQ2USiWtwb18+TIcDgfMZjO0Wu2q58/CwgI4jkNvby94nk9LY6E8HyKXy9Ha2gqDwQCbzQaXy4Xh4WHU1dXBYrGsGmkLhULo6ekBy7Lwer0oLS1FW1tb0hsLrSabEolEsLRAhmGgVCpRXV2N0dFRsCwLjuPgcDhgMBig0+kSEkZSXpGL6bLkbxcZCU62bHoDQRw6P4iDp3rhGp+HvECMq41K3LdHC2Nt+jpm0+Nbx4zMeCGSmU+XTR+5d4VHgdQtxooukB3NeOoqh4eH8cgjj+Bf//Vf0z7wvK6uDsBikb1Op0v665OFeSbI1bTbj/0/OoP3OseXfP0dbhTfepPDd+9pQ7suvh3l8fFxcByH0dHRuEZlkIdFLkcyAcRdlzk/P0/lkud5NDQ0wGQypSRtisy5FFouI5HJZNi8eTN0Ot2SzqUajQYWi2VZ9IrneYyMjIBlWUxNTaGgoABWqxU6nS4nF2aZRngNLhkxcv78eXR2dtKGT5ELG4/HQyUmFArFLTF5UkNhYSG2bt0Ko9FINwEGBwfR0NAAs9m8bEMocrxMUVER2traBG+6FUs2fT5fSmSTbLKQOZ+kbpNE9OORzVyuyVxtRmYs2SSjZeKRzfE5Lz7z0ilc6J9e8vX/HHfhRydcePITLbh3T9O6f5f1QIITqehjkZfM9JF7V3gU3G43gNipG+RmsLCwsOprfeELX8CuXbtwzz33JO8A14jQkgkgIyQzFOLx4H+ewbGu8ajfn1zw47Mvn8JrD+2DoSb2Dl6ickkgD3by8Mg1wiOZK7GwsACbzYaenh7wPJ/SRbbf74fb7V4il1KpFHK5PKW1jKRBj8FgQEdHB3p6etDX14fm5maYTCZIpVIaKZiYmIBEIsk3gMlgGIaBWq1GfX09enp6wHEczp49C7vdThs++f1+dHZ20hq9mpoaWK3WhNMx86QGco0S2ezr60N/fz+NOBcVFVHBmp6ehkwmw5YtW+KKYieTcNkMBAI0qunz+SAWiyEWiwWVzdraWtTU1GBoaAgcx6Gjo2OJbK4kkIFAQFAZzmRWk0xCpGw6nU64XK5VZZPneTz4ypllgkkI8cDXfnUJDRWFuM5Su75fZh2kMpKZJ33kJROgUYRYi2RyU1htB+n111/HoUOHcPHixeQe4Bqpr68HsCiZQiGXyzExMSHY68fDe46xmIJJWPAF8fwfHPjnT29b9r21ymU4Uqk0ZyVztUim2+2mERye56FSqWCxWATtKkfIFLmMRKFQYNeuXZicnKTplk6nEzKZDAsLCxCLxTAajetusJEnNYhEIjQ1NaGxsZE2fDp16hRkMhkCgQCCwWDSavTypIaSkhK0tbXBZDKBZVn09vait7eXbqxKJJKMyC5gGAYFBQXgeZ7KJolwpkI2SUR/cHAQHMfh8uXL6OzshNFoRFNTU9TPxu/35+ymWbySSQifYxqPbJ7onsAp5+Sqr/vtdxxplUwSycyny25s8pIJQKVSAVgcBxKNqakpAEBtbewLcnZ2Fvv378ff//3fCzYLM1GIZA4ODgr2HjKZDD6fj9aFpIOfnO6L6+d+fX4Qf//JzSj+n/rM8Hlga5VLQi5LJlksREqm2+2G3W6n6YFrbaixFki3WHJMZCFWWFiYUV1YKyoqsGnTJpw/fx5TU1NUME0mE/R6fb7uMssgcwWDwSBsNhvdrS8pKYHFYskLZhaiUChgNpvh9XoxPj5O/6b19fVobGzMmJRPco8jkplq2ayvr0ddXR0GBgbAcRwuXbq0RDbD72UkkpmLJCqZhIqKCuzevXtV2fzl2f64Xu+MaxK9EwtorExPY6FURDIJeclMH7l5lUfQ2toKAOju7o76fafTueTnonHmzBn09fXhy1/+Mr785S9H/Znm5mYAgFarpa8pJA0NDQCEj2QCizeMdHVF7JtcPY0ZAHyBEEZnvfDOzyyTS4PBsK7jl0qlmJmZWfP/z2bIYoFkAng8HtqtMRQKoaamBhaLJeGOqmshW+QSiD66orS0FA6HAx0dHXC5XLBYLFCr1fmHZBZAGsBwHAePx4OSkhIYjUbMzs6iu7sbR48eTem1kGf9LCws0Cgm6QBcW1uL7u7uJanumTRyRiQSQSQSpU02GxoaUF9fj/7+fnAch4sXL1LZJN2ww7ur5hprlUzCSrJpMpkwNhd/+dLIrDetkrnWEWHxwPN8Pl02A8hLJoDrrrsOMpkMJ0+eXDbuY3x8HDabDXq9fsXOsn/yJ38S84RuamoSbE7mStTU1EAsFgseyQTSK5lF0vijPZfOn0VgdjxpckkgkUyhxsVkMiSS6fF4cOnSpaTPnYuHWHIpl8szLho4MzMDjuMwMDAAhmGg1WphNpvpeajRaNDb2wuWZfH+++/T+j6VSpVz51Y2EDm7lNT0hTf/CR+Tcfjw4XzTnwyHNGlyOp20OZnFYqFjlVQqFZ2bSlLdkzE/MpmkWzbVajUaGhrotXHhwgXY7XaYTCb4/f4NO5pjNdYrmYRYshl0x985tqwwfSnLHo8nJU1/gHwkM53kJROL6TCf+9zn8Pzzz+O3v/0tbr75Zvq9l19+GTzP44tf/CL92szMDO6++25UVVXhxRdfzLhFLEEsFqO2tjZlkpkurjXXLOsqGw11MY/g3GRS5ZIglUrpQzzX0oBCoRAAgOM48DyP6urqlKUGBgIBWnNJBF8ikaCwsDDjrsu5uTnaSARAzNEVIpEIWq0WarUa3d3dsNlsOHnyJE2tTXfX6jyLkPEyHR0dmJ2dhVwuj9kAhozJ0Ov1tPnV4OAg1Go1LBZLfnxJhkCaNDkcjlWbNFVWVtL5kR0dHUmZHykE6ZbNxsbGJbJ5/vx5AEh7mU26SJZkEiJl0zAxgnew+rPPolJAr0zffcfr9Qo6Cztfj5kZMOsIJ2+oOPT09DT27t2L6elpHDx4EG1tbXjjjTdw3333Ye/evTh06BCVh5/97Ge44447AACnTp3Czp07V3ztdEUyeZ7Hzp074fV6ceHCBUEutomJCRw5cgTbtm2DVqtN+uvHw/SCH/v+6W3MeWON0OABMPji7ko8cOM2QSKuHMeBZVl85CMfWXGHds4bwImuccz7gmgoL8QOTXnW3gR9Ph8cDgddkMnlcuzYsQNKpVLw9yZzLgOBQMbLZeRcxFgjEWKRyMI3j/DwPI/R0VF0dHRgamoKUqkURqMxodmlc3NzYFkW/f39NJptMpnSlg2S6wSDQXR3d8Nut8Pn8yW8oRN5ThQUFND5kZm26RgumwShZTP8vXt6enDu3DkAi80UzWYz1Gp11srm+b4pnOyeQDDEw1JXiisN1RCLYn+OZ86cwcDAAP70T/9UkM97bHwCf/bdk+ibDa74c9+6Yytua1Mn/f3jged5vP7662hoaEBbW5sg7xEKheD3+yESiTJmwyfLWdPJmll3vzRSVlaGo0eP4sCBA7jrrrswMjICjUaDRx99FI899tiSB8XevXuh0+lQVVWFlpaWqK/3hz/8Addee+2Sr5GazJdeegmf+cxnBPtdCKTz2/HjxwVL48yESGZZUQGe/4sd+PwPT8MbCIV9Z1EuAQZ/3laPv/rkNsEeomRX0ufzRZVMjz+Ib77B4f+e6sG878Obv15ZjC9/xIyPb6kT5LiEwO/3U7kMBAKoqKjA5OQklEql4IIZTS5JWmymLeYiu+quNUWSzMhsbm6mKXwjIyPLUvjyCM/4+Dg6OjowPj4OiUQCi8WS8CB6YLER0M6dO2E0GsGyLJxOJ3p6ejKuvm+jEwqFaGq6x+OBQqHAtm3bEk5ND58fOTw8DJZlaSrtSl1W00E6I5sikQgNDQ04d+4clEolZmdncfbsWdhsNiqb2bLpyg7N4LGfnce5vqWjQhorC/HELS243hq9USTprCvU71ldVYkfPXgV7nzhGAZnoq/LHrhGh0/taBDk/ePB7/eD53lB02Xz9ZiZQT6SucG5//778f3vf5/WCiWbQCCAQ4cOobm5GVu2bEn66yfCsY5ePPsWi1ODXoT4xRu4ubYEn7tKhzvahH149ff34/Tp09izZw9qamqWfM8bCOJ/vXgSx7tij3r5+z/bjHt3pycSHC9+vx9dXV1wOBzw+/0oLy+H1WqFUqnEb3/7WyiVSlxxxRWCvHcwGITb7V4WucxEuYxsfJTsrrrz8/M0MpqPgqWGqakpsCyL4eFhiMViKoPJSnkj9X1jY2MQi8XQ6/UwGAz5HXiB4Hkeg4OD6OjowNzcHIqKipLaZIu8PsuymJ2dhUwmg8lkoo1vMonIyCbDMBCLxRCJRII8MxcWFvDWW2/BYrHAYDDA5XLBbrfTZllmsxkNDQ0ZLZu24Vnc/p2jmPFEz54SMcB37mnDjS2qZd/74x//iGAwiOuuu07QY5yc9+GV4y78+IQLgzNeiBke5nLg01uV+PNrtqT1eTEzM4N33nkHLS0tMBgMgrwHGR0lFoszbo2QpeQjmXmWU/f/2DvvODfu88w/g45t2IrtDYsywC7JJZedFNUlS1ax49PlJFt0SXyJ7Phk55I4LjlL9ulzjtMT2SlWbNlWZMeW7EhUoSolUaLYSbFgBn2B7R2LLegz9wc9Iyy2YbEYYLCL7z/8cDELYFFmfs/vfd/nqb9WIRscHBTkyyyTySCTyXJayZycnITNZsPo6Cg+1S7Bw/ubUaZtQkVZMRo0qqxcrLjF4FIxJk++17uiwASAR5+/iptJLRrKxScUYrEY3G43nE4notEoNBoNSJJEbW0t/9rKZLJlc2bXw3LiUq1Wi+7CEQ6H4XQ6BTc+Ki4uxo4dO6DX60FRFHp7e9HX15dx4VPgWjQVTdO8SVN7ezuMRmPGd+C5+T6u5dJut8Pj8fBtuGL7rOczo6OjC1qdt2zZknHxlxjpMTAwAJqmeeMbk8mElpYW0bSHcmKSy9nk/hVKbHLmbHK5HFKpFDqdjnfcdzgcOHfuHF/ZbGhoEKXY/PYR67ICEwAYFvjGb67gRpMWCtnC9zkajWbF8KaiWIEv3WzAl242IBpnEPBPwW63Y3R0GK+/PspHn+RCbHLrxWy8DmL8/GwmCleuDQ6XlSmUyATAh1Nnm0RxyUVA5OqkmdgumwjDsPjZSe+qvx9jWPz8tA//+zaTIM8vHWKxGDweD5xOJyKRCMrKyrB9+/YlW8nkcvminMz1EI/HEQqF+LYaAHzlUmzVneTZ1KqqKpjNZsGNj8rKyrBnzx5MTk7yAei9vb0wGAyinAXLJxKjK4BrJk0kSQruiFlTU4Pq6mqMjIyAoihYrVa4XC7RVsHyiampKVitVoyPj6+r1XktcC6rDQ0NvPHNBx98wItNscwiEgTBjx4ILTa5zcjE8xNXvU8Um2fPnkVZWRlMJhPq6+tFIxY843N41zm+6nHjs2G8ah3GXVsbFvycu5ZmE7lUgqqqKuzbt49fN3k8ngU5m9lcN2UjI7PQLisOCquQDU5iJVMoVCoVQqGQYPefjJjEJQcnMpOreUOBEPqngindxynPytXObBGLxdDb2wun04lwOIzS0lJs27ZtxQu9TCZbsoq7VhiGQTAYzAtxybUPO51OfjbVbDajuro6qwsirgrGVWgoioLb7YbJZFrS6bTA8iRHVzQ0NIAkyZRNmjIBQRCoq6tDbW0tBgcHQVEULl++DKfTCZPJhObm5sJ7ugZmZmZAURSGhoYgkUjQ0dGR9blXiUSClpYWNDU18Vmq3CwiSZKiaQ9NFJtcG22mxWZiJTMZmUwGvV6PtrY2foPzzJkz0Gg0MJlMoohxujwwvfpBv+VS//QCkcmZ0eSy26SysjLnYpNbL2ZDZOb687LZKYjMDQ5XyRQ6xmR6OvUTb7qIUVxyLFfJjMdT302LM7ndeYvH4/wuMmcvvmXLlpRaluRyOebn59N+7HwSl1yF1+Fw8O3DZrMZWq02Zxc0giBQW1sLrVbLt+ddunQJLpdLVItYsRKJRPgIing8nvE52nTggu3r6+vR19cHm82Gixcvwul0giRJ0bYSigXO1dnn8wHAojzaXCCRSNDW1obm5mZ4vV7Y7Xa+PZQkSdFU7BIFZabF5lKVzGRkMhlvmMSJzdOnT4vjXLuO3+X+djGMNORSbBbaZTcPBZG5wWlsvOYgJnQlMxaLIRaLCdKiNzU1BZqmeXHZ1tYmOqMTmUwGiUSySGTWapQoU8lWnN/gMNVlr1qSSDweh8/ng91uRygUQnFxMbq6utYkTNKdyWQYBqFQCJFIhBeXUqkUarVadOIyWYSv1D6cKxLb83w+H2iaxrlz5+BwOGCxWHK6OBMjydXobLU6r4XE3FROmHCthGazecFsdIFrC1huw4BhmJxUo1eDm0VsaWnhzylcxS553j2XCCE2V6pkJiOXy2E0GtHe3s5/T0+ePImKigqQJImampqsv05bGjUpH7utaeEmVaYzMjNBLsRmKBTiK+ZCwLJsoV1WJBRE5ganuroacrlc8EomcO3inkmRyYULj4yMiFZcJqJQKBaJTKVMiv/W04wfvedZ9fcf2N0i1FNbEi6zzG63IxgM8oYyjY2Na27Hk8vl/AIklYt+vonLZAfEVCu8uYL7vjQ1NfFV15MnT4pSROWC5FzERKdksb6nicKEW3CfOnVqzZmOG5XkDYOamhqYzWZUVFTk+qktC9ce2traylfsTp06JbrPYybFJneNXMtaQS6Xw2QyQafT8fPv77//PiorK0GSZFZHFNqqi3GdoRrHHSvPZdaUKnGrZWGMiRhFJkc2xWY4HIZKJbwpI9f+XSB3FCJMNjgMw6CtrQ0GgwFvvPGGII/h9Xpx8eJFXHfddRlx0kwWly0tLaIWlxzHjh2DRCLB9ddfv+DnYzNh3Pv4uxicXn5u9X/sasZ3P5GdCBguG85msyEYDKKoqAhGozGtWS+WZXHKM4nvv3IJV4fnoFSp0dWowSf3tOB64+IFEsMwCIfDCIfDC8SlSqUS3YU3+XUqLi7Ouyw3jkgkAqfTCbfbzbeDms1maDSp78pvBBiG4auBXC6i2WwWVTU6VaLRKJxOJ284lQ+iSgi4DgO73c5vGFgsFsEze4UgOYO4srKSn/MWEyzLLhCbwMrRJ5f7p/HjEx68dnUEs+EYyhUs7t+nw2cO6qAtXXvL5FJma5zYzAbO0Vl84p9PYDq4dPeOhAD+7cGduCVJZA4NDeH06dPYs2cP6uoWx5uIicnJSdA0jbGxMX7TUq/XZ2QdttxaKVNws68EQYhuXZHHpHWBLIjMDQ7Lsti9ezfm5uZw9epVQRZSIyMjOHnyJHbt2sXPgKZDorjMx/y/9957D/Pz87j11lsX3dY3OY8/evr8ouBmmYTA4X1t+PqdJGRSYc08GIbhHQ7n5+ehVqvXZSTCMCy++dwVPH3Kt+TtH91aj7//3W7IpZIVxSXXaiwWWJblxWUmXicxEQqFYLPZ4PV6wbIsmpqaQJIkiouLc/3UBCX5PS0uLt4ws6rJ7aF1dXUwm81Zd7DMNtx7StM0gsEgSkpKYDabRTPXuB6SN4Wqq6thNpszHoe0XpYTmzKZjK8i/ccpL775mytLLhirihX42e/tgaUhvc9qcmxUdXU1SJLMSqeGY2QGf/7ryzjnnVrw87aqIjxyTyduMGkX/U6mN+SzgRBi8+WXX0ZlZSX27NmTwWf6IZzIlEgkouuMymMKIrPA0txzzz04fvw4JiYmBFkk+/1+vP3229i6dSva29vX/PtLiUuDwSB4XECmOXPmDEZHR/HRj350ydtZlsV5nx+vUyMIRuJoKFfhY9sb09rJXQssy/Licm5uDiqVio9EWM/n4Z/ecOBvXrOveMxn9rfiq7d2LBKXSqUScrlcVKKNZVkMDg6CpmnMzs5m7HUSI3Nzc6BpGv39/SAIgm9Fz4YRQzZhWRZDQ0OgaRozMzNQqVSiyynMFMFgkDe64TYQTCYTSkpKcv3UMgrLshgeHgZFUZiZmdlQm0DJJG8gaLVakCQpumr1cmLzfF8A9//w1IqLxdoyJd783zegWJn+qE3y6yRURvFSXB2cxhnPJOIsQNaVYp+uChLJ0utxh8MBq9WKm2++Oe++l0uJTYPBsOZrBsMwOHLkCFpbW9Hd3S3Ic43H44jFYpBKpYUor8yRlsgsvPqbgIaGBvj9fr7lL9NwJ5m1xpgki0vupJVv4pJDoVAgFouBYZglFzsEQaCntQI9rdlZILAsi4GBAdhsNszOzkKpVGYseDwYieOHx92rHvf0KR8O92hRUXRNUHJusWJaDHJCxGazIRAIQKlUoqurC21tbRs2l7C4uBg9PT3Q6/WgKAoejwc+nw8dHR3Q6/V5v/vLsiwf6TI9PQ2FQrHh31O1Wo3u7m4YDAZ+A2FgYAAtLS05d1XNFOPj47BarZiamtoU7yl3Luro6IDD4YDX68U777yDuro6kCQpmnb35WY2//Ud16rViJFAGM9/MIj71+FJwL1Oer0eDocDvb29OH78eFZEeWeDBp0Nqb0PYp7JXI3Kykrs378fExMTsNlscLvd6O3tXbPY5F6DQkbm5qAgMjcBXFbmwMAAjEZjxu+fO2FyttSrsdHEJaHZY/MAACAASURBVEdijEkuK0LJ1RshRNMx22hKjrmROIs3HZP41N42KBQK0YnLkZER0DTNCxGLxYL29vZNs/up0Wiwd+9eTExMwGq1wm63w+PxwGAwQKfT5eXinftbJicnIZPJQJIkOjo6Ns17ym0gcGLT6/Wir6+Pr1ZnMx8yU/j9flAUhdHRUUilUphMJnR0dOT9ZkiqqNVqbN26FXq9Hna7HT6fD8PDw2hoaIDJZBJNa3Si2AzMh/G2fWVzHI4XLq1PZHKoVCps2bKFF5ucKBdDJBHwYYRJPn9uq6qq1iU2uWJEIb5kc7A5rrqbHG5OcnBwUBCRKZFIoFQqVxWZG1VccuRaZCZX5BQKBTo7O9HW1pbxBfb4bGobCgAwEyVE1YbJsizGxsZA0zSmpqZ4IaLT6fL64r8eqqqqcPDgQYyMjICiKFitVrjd7rxqLU0WIgaDAXq9Pi+rBpmgrKwMu3fvxtTUFCiKgtvthtfrhU6ny5vXZXZ2FhRFYXBwEBKJBDqdLm+FciYoKiriq9U2mw19fX0YHBwUXWs0QRCYj7FINfp5am7t8VcrwYlyg8EAu90Or9eLkZGRnFeAw+Ew5HL5hhA/6YpNbp2YjUrmRnid852CyNwEcJVMIbMylUrlsu2yfr8fNpsNw8PDG1JccnACJTnGRGiSK3JyuVzwipxGnboYKy8Sz2J2fHwcNE1jYmICUqkURqMRHR0debHgFhqCIFBXV4fa2lr09/eDpml88MEHcDqdMJvNoo1sCQQCoGkaQ0NDvBBJZ1Zoo1JRUYH9+/djfHwcFEXx7YR6vR46nU6UFd7k+dLm5maQJLnhrhnpwsVNcWKTa41ubm6GyWQSxetUrlZAKiEQT0FpVpUIc/5Vq9XYtm0bLzZzXQGORqMb7lqzVrGZjUpmoV1WPIjv6lIg4yRWMoVCpVJhZmZmwc+SxSXnFiuGC6AQcDtz2RKZ3NwZTdPw+/2Qy+Uwm81ob28XvCJ3vaEaKpkEoRiz4nFSgsBHunJv1Z5oWiCVSqHX66HX6wXbTWVZFme9U/ivCwMYnw1Do5bjzi31OGSoWdYUQiwQBIHm5mY0Njby0RBnz56FRqPhoyHEIDaTzYu42cONen5ZL9XV1Th48CA/q8pVNw0Gg2jmGiORCBwOB9xud9465V4ZmMYvzvjgHpuDQibBgY5q3LezSZDNttLSUuzcuRNGoxE0TcPn86Gvr08UzuxqhRS3d9bipcvDqx5777b0XelTIbECbLfb+QpwY2MjTCYTSktLBX18jkgksuFEJkei2KRpmheb7e3t0Ov1vKjMRiWTQwzXqc1OQWRuAhobGwFcy2gSCqVSibGxMbAsi+np6U0lLjk4YcfNXQhFLts9+fypWAgf31aLn59b7jPFAiBwsFWNSlXuWi39fj9omuYzV7NR5Zqci+Chp87hlGdywc9/ebYfZF0pfnh4J5orxf9d4F6vlpYWuFwuOJ1OvP/++zmPUwgGg3wLHMuyaGxsBEmSomkVFDMEQaC2thZarZZ3Ur5y5QpcLldOHVpjsRjcbjccDgdisRiqqqpgsVjyJuYBACIxBn/+7CX8+sLAgp+/ZRvD371ux9/ctw13bKkX5LG51mjufNfb2wufz5e2A2gmYFkW95pKcPQKVmybba5Q4zayCtFolJ/nFIri4mJs3759UQU4W+3GkUhkw6+DqqqqcODAAV5sulwueDweXmwKLTJZli1UMkVEIcJkExCLxVBcXIxPfOITePrppwV5jKtXr8LpdEKr1WJ0dJSvLGwGcckxOzuLN954AxaLBQaDIeP3z7Is3+7JmZrodLqstHty4jIcDiMejwMAonEWf/KcHe84Jpb8HVOlDJ/Th1CsuDYfl03zlcQWymxmrkZiDO77lxOL8lATaakswpE/OghNUX7Nf+a6yrRUHqSYHDbzES47l8uazHZ+KMMwfLU8HA6Lrlq+Fr76zCX859m+ZW+XEgSe+v092NchfIZjcucGt8DPRvWI2wS1Wq2Ynp7G5WkFnqQZLNX00liuxpOf6UFLxYciWCKRCC42OWZmZmC329Hf3w8AfLuxEC78LMviyJEjaGpqwo4dOzJ+/2KFE5vj4+N8NnYoFMJdd90lyOOxLItIJAKCIDZs1ThHFHIyCywNy7Job29He3s7jh07lvH79/v9OH/+PGZmZjaluOSIRCJ4+eWXodfr0dnZmdH7Tp4lzJZ5B8MwiMViCIVCvLgkCAJKpRJKpRIMC/zmwgCeOuXDpX4/WBYw15fhk3tacN/OJgSmJmG1WuH3+6FUKmEymQTNnZyZmYHNZsPAwADf9pnNFsrfXOjHV/7zg1WP+9PbTfjijfosPKPMk+15uWg0yldSxRxMn8/E43F4vV5e7JWVlYEkSdTV1Qki9rjsXpqmMT8/j+LiYlHP/a6GZ3wON/71W6set7u9Er/8g33CP6HfMjExAYqi+OtGR0eHoJuSU1NTsFqtGB8fh0wmg9FohE6ng28qhJ+978Wr1mHMhmOo16jx33qacN/OJpSp5GBZFvF4nL/GANfEpkwmy8rnIRAIwGazYXBwkL9uGI3GjIrNaDSKl156CR0dHejq6srY/eYL4+PjsNlsGB+/5jjMxWVlusrOd1sVRGamKYjMAkvDsiz27t2L6elpUBSVsZN24swlx44dO9Dc3JyR+883WJbF888/j5aWFmzfvj0j95m8C5jNHelIJLKsuFxKJMaZa20qMunC2zjXW6vVirm5ORQXF8NisaC+vj5jn8W5uTnebRFAztwWf/df31/UJrsUzZVqHP+zm7LwjIQj2fkz0xEZsVgMHo8HDocDs6EofNESFFfWoqW2CjeYatYV3l5gIQzD4n33BGxD0/BPTUITGUW1PIaKigqYzWbU1NRk5HE4kzKKohAIBKBSqfLKwXg5/uoVGt8/5krp2Lf+5Aa0VWe+UrYcS41XcKZPmRqvmJ2dBU3TGBgYWDCWsNZFvhjEZmIHTCY3zOfm5vD666/DbDYL4vKfL7zyyiuIxWKIxWKQSqVoa2vLqNiMx+OIxWKQSCSb1i1eINL6Ahau0psAgiBQX18Pm80GlmXXfbJeytCnuroa586dy8td6EzB7Zxlwvgnsd1JIpEItuu3FNFoFMFgcIG4VCgUUKlUKy4EpRICS52HCIJAQ0MD6urq4PV6YbPZcObMGZSXl6OzsxPV1dVpP9f5+XneNZBlWTQ0NIAkyawZOSTTOzGX0nF9k0HE4swiQZ5PlJSUYNeuXfD7/XzkidfrhV6vX1eGYWJVbT4UxpujKrzZR2A+GgLgBeBFiVKGz+xvw5dvMeT1aygG3qBG8O0XrPBOzC/4eXd9KT4WncHU1ImMVI8T80s5B+x8zWJNpm8ymPKx/VPBrIpMgiCg1WpRU1PDmz5xs3IGg2FdLuShUAh2ux29vb0Z6WogCAIymQxSqZQXmwzDIBKJQCqVQiqVCrrG4GZbp6en+YxZn8+XkXELbl2w2atrsVgMWq0W7e3tsNlscLlcvBttJtc4m3ktKiYKInOT0NDQgOnpaczOzqY9Q8WdeBPFpcFgQHFxMe8su1yMyWZhvSIzMUs023EM6YrLVJFIJGhvb0dzczNcLhccDgfee+89aLVaWCyWNc3WBYNBPmxbTPN5SllqC2a5lPitKM9/ysvLsX//foyNjYGiKNhsNng8HhiNxjW5ljIMg76+PthsNgSDQRQVFeGliWq87vYvOnY2HMPjx5zom5rH3/9ud2FBkSYvXx7CF/7j/JJtSReHgugPKPC92xoxOdqH48ePo7a2FmazeU3fM66DZmRkhM8vNRgMG6rKUKRIXSirFbnZFEk0fRoeHgZN07BarbzYXMt3NbmFvba2FhaLJWPz2YliMxaLgWEYXnRmQ2xqNBrs2bOHvx5zRkqc2EznelwQmeArmEqlEtXV1aiurubbaDMlNgumP+KiIDI3CYlZmWu9ECSLS66FJHFeIdmeWkjsIzPoHZ+DUi5FT2sFSkTUNpeuyEysDnNizGAwZMWCPhqNIhQKIRaLAbh2gZfL5VCr1YK0sMlkMphMJrS1tcFut8Pj8eCtt95CU1MTzGbzirvgyeYvWq0WJEmioqIi488zHa4zVOM/TvlWPe6gvnrDCaOamhpUV1djeHgYVqs1ZddSlmV5p9PZ2Vmo1Wp0d3eDnlHg9TfOr/iYz10cxF1bG3CrpVaIP2lDE4rG8bVfX15x7mV8LoJfOeL420/csiDUPpXoh+SImfb29rQX6GLnBpMWvzizvOkPR3WJAl2Nud0I4zqb6urqFjgMO51OGI1GtLS0LCs2k42aKioqYLFY1tWNstpzlcvlvMjMttisqKjA3r17MTk5yW+eeb3eRbEcqSBGkRmMxPEaNYJBfxDFCiluJLVoqhDOv4BbHya+bsuJzXRHgziRudGur/mKeFbnBQQlMSuTJMmUfoeLIkmeT1hqGF4mk0EikQhayTzhHMf3XrHhYt+HlY1ihRT37WzGn95uEsWMlkKhwOzsbMrHJ7/GnOV8Noxqsi0uk1EqldiyZQt0Oh0oikJ/fz8GBwf5xWjixTgSicDpdMLtdova/OXwvjY8fcq36sD6p/e3ZePpZJ3EBWxfXx9omsbFixfhdDphNpsXzOFy83k0TWN6ehpKpRJdXV18ReWb/34qpcd86qS3IDLT4IVLQ/AHV49betU6gsA9ndi2bRv0ej0/+zwwMLBkNmkoFILNZuMjZpqamkCSpCCOnWLhFrMWzZXqVdtmH9jTmnK3g9AQBIHGxkY0NDSgv78fNpsNly5dgsPhWLQxxG0EURTFz9Vv3bo1o3P1KyGRSCCRSHImNisrK7Fv3z5+jCUdISQmkcmyLH543I3H33QiEIrxP5c8fxW3d9bh//3OFkFyXVeKL0kWm06nc0H0yVrFZkFkioPcr8oLZIVEkbkaaxGXHJwpjFCVzFeuDuMLT51HPKkVYi4Sx5MnenGxz4+nP78HRYrcfqS5SuZqs6/JbnbZzBJdTlyqVKqczEcVFxdj586d0Ov1fPuW1+uFwWBAc3MzvF4vXC4XYrEYKisrYTabBds5Xy+mulL8xV0WfPsF67LHfP66dtxg0mbxWWUf7rzR2NjIVz64OVyLxQKCIEBRFD+fZzabodPpFsyGXfQtbpNdivO+KaH+jA3Nxb7UXrc4w+Jy/zRqLSoUFxdjx44d0Ov1oGkaPp8P/f39aG1tRXt7O/r6+viNoHRaa/MVmVSCf/5kDz75xClMLyPcrzfW4I9E6CjNuak2Njby7eoXL17kxaZSqeTjSJRKJbZt25YzoyYxiM39+/cvEkKpuL1z+dliaBP/61dtSxpVMSzw8pVh9E7M45d/sBelqsw+V64IsVIFOFFs0jS9ZrFZaJcVFwWRuUlIbJddjnTEZSIqlUoQkTkTiuKPf3lxkcBM5GKfH4+/6cSffSS1Kq1QcBeZaDS65AUnMWIDEDaXK5lYLMbPXHIiWCaTQa1Wi8J8g5vtGx0dxdWrV0FRFCiK4m/jXC7FvkP5uYPtaKxQ4wfHnAvyMvXaEvzP63S4b2dTDp9dduFiE1paWuB2u2G323HixAkA1xaMRqMRer1+yYUXk+JiobCmyD6cQQpn+uTxeODxeABcazHs7OxEVZXweZBioqtRg+e+eACPH3PiyAeDCP82GLKpQo3D+1rx2QPtkIvYpEoikaC1tRVNTU3w+XygaRrnz5/nbyNJMqtZxyuRa7HJCSHOtZcb4Vgpt1oslUzn6MyqTsjUUAD//q4HX74lsy64K1Uyk6mursbBgwfTFptiXydsFnJ/tiiQFRobGwEAQ0NDi25br7jkUCqVmJxcPb5hrfzmwgDmwvFVj/vFmT48fIshp+1I3AUkEoksuJjMzs7CZrPxoc/ZjNjgci5jsRgvLrm2WDGIy0RisRgCgQC/40kQBFiWRTQaXWBrL3Zu76zD7Z11cI/NYnw2Ao1aDmNtyaa98AWDQfj9fjAMw7+nDMNgdnYWoVBoSZHZ2aDB6d7VzyedDZkxG9lsdDWkVmGUEIBlideYYRj4/X7e9I1zBA0EAhgfH0dZWZkoqjbZpK26GH993zZ8624LhqZDUEglaK4syiuTr1AohMnJST7QXiKRIB6P834OQmWnpkOuxSY3h86JTbvdDrfbzeeRJn7+Ex1yc0kqngEA8PPTPnzpJkNGP7trEZkcaxGbLMsWKpkioyAyNwkVFRVQqVQLRObY2Bg8Hs+6xSWHSqVCJBIBwzAZbaU55U5NuE7OReAYmc2psUKiyAQ+zG/s7+8Hy7IpGWZkiuXEpUqlEsVudCLxeBy9vb1wOBwIh8MoLS3Ftm3bUFtby8eenD59Ou+qJLqaEugyEzGYlyRurnBt4SaTCSzLwmazwefzYWhoiJ/tSzS6+uTelpRE5if3tgr5J2xY7uluwGMvUZhJmMlaiptILRrKP3xfkufzioqK0NPTg4aGBoyPj8NqtYKmabjd7jU7DG8USlXyjLcaCk04HOaN2BJnaZVKJZ9Xe/r0aWg0GpjNZmi12oLYxOKIGJqmYbPZeLHJ5ZEmbzzniksJ3TUrMRIIYyQQWvDdXy/c5nE6WcrV1dU4cOBASjObBEGI5rO52RHXSrOAYEilUtTV1WFoaAgnTpzAX/zFX2BiYgLf/va31y0uObgveTgczqgraiTOpHxsdA3HCgG3czkzMwOv14u+vj4+v9FkMmXM4n0l4vE4gsFgXohLhmHg8/lgs9kQCoVQXFyMrq4uNDY28hcJnU7Hx544nU68++67qKurg9lszsrrWWDtBINBXkRyC9bkyv327duh1+tBURT/XUk0ffrolno8c64fxx3jyz7OIWMN7uyqy8aftOEoUsjw6D2d+ONffrDsMeVqOb5+pxnANXHJ5Sxy83lbt25Fa2srv6nILbaHhoZAURTvWmoymXI2x1dgZWKxGH9u5TIMkyOluIgTt9sNp9OJkydPoqKiAiRJimqEYTmxyTAMpFIpJBKJoGKTi4jhDM04kyC9Xo9wOCwKkZlLuNcg3fMAQRB89XgpsanT6QrnGJFBrKO0XKhJ5xEsy2L37t0IBoO4evUqJBIJ7rrrLvz4xz/OmEOnx+PBpUuXcP3116O8vDwj9wkA3ztK4wdvrTxDAAAyKYEzX78FFcW5O5EPDAzg7Nmz/P/r6+thMpmyYn6xlLiUSqVQq9WiFJd9fX2w2+2Yn59HUVERTCYTmpqaVrxIJDtXtrS0gCTJrES9FFgdrhrS29vL55emshkwOTkJiqIwPj4OmUwGvV6Pjo4OxFgC/+e5K/j1+QHEmA8vOTIJgU/saMKj93ZCJd9cVbJM8/wHg3jsRStGAgvn6bc1afDX922DobYUk5OTsFqtmJiYgEwmg8FgWGTUlAzLsujv7wdN05ifn0dxcTH/HReLKNnMcBt8NE0jHA5Do9Ggs7MTNTUrt15EIhG4XC64XC7E43FUVVXBbDaLrruEa53krocA+GuikGIz8fG5PNJAIADgmsndDTfckNPr8aNHruLH7/WuelxtmRIn/vzmjLbLvv3224jH47jpppsycn8sy/JttJOTk5BKpfxG5WZr1c8CaX0QCiJzE3DlyhV8+9vfxq9+9SteXH7nO9/B1q1bM/o4Q0NDOH36NPbu3Yva2sxFCngn5nDDX7216gfunm0N+Mf7t2fscddCMBiEw+FAb28vWJZFaWkpduzYkVGxvRzxeByhUAjRaJS/mMpkMqhUKtGdaLmFp81mw9zcHFQqVVpVjtnZWVAUhcHBQUgkEuh0OhgMhk2/U5wrotEonE4nv/CsqamB2WxeU34py7IYGxtb4GTJtVuOzUbw8uUhTM5HUVkkxx1b6lFbtvHyFnNFNM7gTXoUztFZyCQE9uqqsK25HIFAABRF8fm96XzPGIaB1+uF3W5HKBRCaWkpSJLMWvxFgYWwLIuhoSFYrVY+jsRsNqOhoWFN70c4HOarSNx3niRJ0cVKiUFsDg0N4cyZMwCudXxxleFctJE7R2dwy9++s+pxX77FkHHjn1dffRUlJSXYv39/Ru83UWyWlZWhs7NTdBvrG4CCyBSCQCCAb33rW3j22WcxOjqKlpYWHD58GF/96ldTXsC/9dZb+MlPfoJ33nkH/f39UCgUMJvN+NSnPoUvfOELgn0ZEsWlVCqFwWCAw+HA+Pi4IOJncnISx48fR3d3N1pbMzsn9X9fsOKJdz3L3l6mkuG/vngAuhrhjXQSCYVCvLhkGIZv4zAajTCbzYI+NsMwCAaDeSMuh4aGQNM0ZmZmeAHR2tq6rgvt1NQUrFYrxsfHIZfL+QrLZpsByxWxWIxvoYtGoxmJmEleBBcVFYEkyUIFLIvMz8+Dpmn09fUtiFhaT8dAPB7nZ/sikUheOUZvFLiZ2ampqQWbOOtpMUy+BtbW1oIkyaxssK4FzmyMc1cHsic24/E4XnjhBdTU1CAYDGJ2djZj18B0+KtX6BUdZs31ZfjVH+5DSQazx1mWxQsvvICGhgb09PRk7H4TiUajiMVikMvlBZGZeQoiM9MEAgEcOHAAU1NT+MUvfoGenh4cPXoUhw8fxnXXXYcjR46senJ46qmn8OCDD2LHjh34h3/4B3R3d2N0dBTf/e538cMf/hC33norXnrppYx+Ia5evbqgcvnggw/iG9/4Bv7zP/8T3/zmN3H16lVYLJaMPR7H/Pw8XnvtNZjNZhiNmd0BYxgW33vFhieOuxe0zQFAW1URvv/JHehM0S0xE4RCIX4Xl2EYfhe3vLwcR44cQVtbG7Zt2ybIY+ebuExsGVIoFPwubqY+89ysmNVqRSAQgFqtBkmSaG5uLixeBSLZqEkIMxCupZqmab4CZjabReVuudFINn9pbGwESZIZdcGORqP8xkQsFhNtu+VGIhAIwGq1YmRkBFKplG9Hz+T1IhgMwm6386MM9fX1IElSdHPzuRCbwWAQr776KkwmE0wmEwYGBkDTNN/NYzQa0dLSkjWxybIsnjjuwfePOeFPyHWVEMAdXfV47ONdKC/KbFdQJBLByy+/DL1ej87OzozeN0c0GgXDMJDJZIWN5syT1hejIPVX4Bvf+AauXLmCF198EQcPHgQAfPzjH8cjjzyCP/mTP8G//uu/4gtf+MKK9xEKhaBQKPDcc8+hqelaPl5JSQn+7d/+DRRF4bXXXsNPf/pTfO5zn8vY837iiSfwzDPP4PDhw/jmN78Jvf5aAHRDQwOAa1mZQohMzviHcxDLJBIJgT+/g8TnDrbh1+cH4J2Yg1ImxSFjNa43arNmEZ/cIlRdXQ2SJBcskGQyGe8um0kYhkEoFEIkEuEvjtzMpRjF5djYGCiKgt/vh1wuh9lsXnWOKx0SDRf6+/tBURQuXLgAp9MJi8WC2tragijJEJzws9lsCAaDKCkpwZYtW9bcapcKibl9Ho8Hdruddxi2WCzrqpYWWEg0GuXNX+LxOLRaLcxmsyDVKLlcDpPJhPb2dj5f8N133xVtBSyfSa5Ic/NqKlXmW83VajW2bdsGg8EAm82Gvr4+DA0NZdVRPRUSBWWi2IzFYoKJTW49IJfLQRAEmpqaUF9fD6+vH26XA5cuXYLD4eDFptDmNQRB4POHdHhwXytes45g0B9EsVKGG0ktGjPoJptIOvEl6VK43ouHQiVzGWZmZqDValFRUYGBgYEFH9qJiQnU1NSgo6MDDodjxft57rnn8Oyzz+KnP/3potu++93v4mtf+xruv/9+PP300xl77qOjo5ienobBYFjw81deeQUf+chH8JOf/ASHDx/O2OMl8uKLL0Kr1WLXrl2C3H+uiEQicDqdcLvdiMfj8Es1ODOlxqWhecQZFqa6UjywuwU3kVq88cbrKCoqwoEDBzLy2PkkLgHwmWGTk5OQyWRLZoYJCVdls9lsiEajqKqqgsViEd2sUD7BsuyC3XeuWryaUVMmSZ77XMoFs8DaSG5hzYWAD4VCvFkU58RNkqRoREk+EolE+Io0wzCCVKRXIzkburm5GSaTad0u9pkmG5XNsbExnDhxAj09PeiPqPHj9zw4ZhtDJMagtkyJ2/Rl2FbkhzweRFFREYxGI5qbmzeUUyr3GuzYsQPNzc2CPAa3RpLL5RvqtRMJhUpmJnnzzTcRCoWwZ8+eRSeZqqoqGI1G2Gw22O32FVtD7733Xtx7771L3sZdRDMdHqvVaqHVahf9vL6+HsC1SqZQqFQqfsdqI8A56bndbsRiMVRUVODYRAl+/P4QgDn+uAF/EG/So7jRVIMHWuUZqWQuJy5VKpUoDW4mJiZA0zTGx8f5GWC9Xp/15yqVStHR0YGWlhY4HA643W4cP34c9fX1MJvNhcXrGmBZFiMjI6AoCoFAAEqlElu2bMnJHBFXDW9vb+dFyVtvvZWTBXS+s1Qrcnd3d05akVUqFbZu3Qq9Xs/H3gwODopWlIiZeDwOt9sNu92OWCyG6upqWCyWNRlwZYqSkhL09PQsqGz29/fzkWlFRUVZf05LkY3KZjR6rSX16Yvj+MG7AwtuGwmE8bPzYzhaosT37jQhOu7DxYsX+cpmNjfyhIRbFwpRRedI3CQoIA4KInMZLl++DABoa2tb8va2tjbYbDZcvnw57flDu90OADh06FBav79WGhsbAQgrMpVKpSDtstkmeW6IywR7xTWPH5+6uuzvHbONITavwKf06ed1MgyDcDiMcDi8SFzKZDLRXXCmpqZA0zRGR0chkUjQ0dEBg8GQlbaYlZDL5bBYLGhvb+djT4aHh9HS0gKTyVSIPVkFrt15ampqwWuZa0MFTpR0dHSApmn09/djcHAwI+Y0Gx3OVImiKMzOzkKtVmP79u2imF8uKiris1O5Fs/+/n60trbCZDIJujjNd5I3DTQaDSwWiyhMlcrKyrBr1y5MT0+Dpmk+E5f7vorlfV1NbMpkMhAEkdbrGYlEcHmSwBO2gWWPGZsN45uvDuK1r9yIkcF+2O12XLhw9K8AsgAAIABJREFUAXa7fUNE/wjdLpvpYk2BzFAQmcswPDwMAMvuAHJzIyMjI2ndfzQaxTPPPIOGhgZ8+tOfTu9JrhGNRoOioiL+bxMClUqF6elpwe5faDhx6XK5EI1GUV5eDpIkodVqEWdY/PO/H1v1Pt7ti+Bm7dpF5nLiUqlUirL9g1s0cPEG7e3tMBgMolvkq9VqdHd3o6OjAxRFwev1or+/n49jEGPLcS5JzKyUSqUwmUxZbXdOleLiYr5SQlEUent70dfXB51Ol5MKutjh4mH8fj8UCkXOKtKrUVpail27dsHv94Omaf595c4vhff1QzhjNavVitnZWRQVFaGnpweNjY2iEyQajQZ79uzhNyU9Hg+8Xi//vuZ6U5JjObEZjUbTFpuRSARvDq5+/R7wB/GqdRQf296OlpYWPvrn/PnzsNvtIElSkPn3bMAVH4TeVEh3I6CAMBRE5jIEg0EAWHZhxV3o5ufn07r/v/zLv8TQ0BCOHj2atbYRqVSKuro6DA0NgWVZQb6ISqUSsVgMsVgs5xWPtRCLxeDxeOB0OhGJRKDRaECS5ALTmNO9ExicXr1KywI4O8biUym+BgzDIBKJIBQK8eJSIpHwbrFiE5eBQAA2mw2Dg4ML4g3E0v60HKWlpdi9ezcmJydx9epVOBwOeL1e3sZfbIvtbJO8aaDX66HX60Wz+FuOsrIy7NmzB5OTk7BarXycgl6vF8RoKt9IjPmRyWQgSRI6nU50mwbJlJeXY+/evfz76nQ60dvbm/UZb7EyMTEBq9WKyclJKBQKdHV15cV5rKKiAvv27ePHK1wuF3p7e0W3OZRJsTkyHYR7JrX11guXhvCx7Y2QSqXQ6XRobW3lnbzPnj2btzmz4XAYBEEI9r0tVDLFyea++q4AV43heumT4Wbu0llYv/XWW/jOd76Dv/u7v8Ntt92W/pNMg/r6egwNDQl2/9yCNBwO58XiLhaL8SfwSCSCsrKyZWeTxmZSnzUNRAhEo9EVXwNOXIbDYTDMtcqnRCKBUqmEQqEQnbjMFyOH1aisrMTBgwcxMjICq9WKK1euwOVywWw2531LUjrMzs6Cpmne4KytrS0v204rKytx4MABjI6OgqIoUBQFt9sNk8mE1tZW0X2fhGZmZgYURWFoaEhUbexrhXtfufZtm80Gj8cDg8GA9vZ20YuqTBMIBEBRFIaHhyGVSmE0GqHX6/NOdFdVVfHvK03TvNOw2DYREsVmPB5fIDYlEgl/20pMza1h7RBcuObkPAYSxeaZM2dQVlYGkiTzJtIpFApBqVQK9lwL85jiRPwqIEfU1dUBuLYLvBR+vx8AUFtbu6b7/eCDD/Dxj38cX/va1/Dwww+v70muEYIgUFdXh4sXL4JhGEEuzlwrRDgcFrX4SM75Ky0txbZt21bcHdSoU7/oqWXXXoOlFur5Ji7n5+d54wYuO09MlvTpwH0Xamtr4fP5QNM0zp8/z8eeZDLvUawkv6/5ummQSGKcDeeGe+nSJbhcLpAkKco2wkwTDAZB0zR8Ph8AoKWlBSRJ5t2mQSIEQUCr1aKmpgbDw8OgKApXr16F0+ncNJsIie8rtxm0EWZVa2pqUF1dvWATwe12i64TgateSqVSXmwyDAOGYVYVm2pJDARSi2SoKV16E0gmk0Gv16OtrY33izh9+vSSXVdiJBwOZ+WzKubXYDMijm+vCNmyZQsAwOPxLHl7b2/vguNS4dKlS7j55pvx8MMP45FHHlnvU0yL+vp6zM3NYXp6WpBIByGzMjNBPB7n5xzC4TBKSkrQ1dWV0uJzr64K5Wr5gvDi5eiuZBY5zOabuMyXcO31wLX7NjU1we12w+Fw4OTJkzl1ZRQaLjLC6/WCYZgN+742NTWhoaEBXq8XNpsN586dg8Ph2LCbCOFwmK8GMQyzIaNACIJAfX096urqFmwicGJTDAZGmSYajcJut8Ptdm/o95XbRODcrCmKgsvlgsFgQFtbW16LTSVi6KqW4PL46l4NH9veuOLtMpkMRqMR7e3tvH/EqVOnFvhHiPE7EA6HBc3ALbTLihNxfGtFyE033QSlUonTp08vml+cmJiA3W5HR0dHys6ynMD84he/uEBg9vX14ejRo/j85z+f6T9hSRoaGgBcc5gVQmRyO1ViE5nxeBw+nw92ux2hUAjFxcXo7OxcU3ukSi7Fp/e34R/eWDkbdW9rGRqKJ/lW63wTl6FQiJ9rYxhmU4Skc5Erra2tfOzJO++8g4aGBpjN5g0Rj5Gc9arVamE2mzf0+8oZUjU3N/N5kCdPnkRVVRXMZjOqqqpy/RTXTSwWg8vl4p2wa2pqYDabN+QGCUfiJoLP54PNZsOFCxfgcDhgNpvzbl5tKbgMU7vdvmnyfhM7TIaGhkDTNF+xNhqNojKqWovYjEQiuNegxtWJOTAraCFzfRluNNWk9PhyuRwmkwk6nQ4ulwsulwsnT57knfDF4CzMwZkaFuJLNh8FkbkMpaWl+L3f+z384Ac/wMsvv4w777yTv+3JJ58Ey7L48pe/zP8sEAjggQceQFVVFX70ox8tOBFevnwZN998Mx566CE8+uijCx7H5XLhsccey4nI7Orqyvj9J85kigGGYXhxGQwGeZv8dLOnvnSTHq6xWbxwaem5VnN9Gf7fvSQunTnBO8WGQiFeXBIEwedcik1chsNhOJ1OeDwexONx1NTUgCTJDb2oSUahUKCzsxM6nY5vTRsaGsrrGIXkOJ7KykpYLJYNIbBSRSaT8ZsInNB+9913UVdXB7PZnJdVXK7l3263IxKJoLy8HGazecmM5I2KRCJBW1sbmpub+dfizJkz0Gg0/GuRb4tOlmX5OJJgMIjS0lL09PTk5d+SLgRBoKGhAfX19XzF+vLly3A4HDCZTGhpaRHN9TMVsRmJRLC1vgx/fZ8ef/bMJcSWUJp6bQl+9JmdkEnX9nfJ5XLezIvL9H7//fdRWVnJi81cw3V1ZWMefLN8R/IFYh0l5g1fm56ensb+/fsxPT2NX/ziF+jp6cHRo0dx+PBh7N+/Hy+++CLfwvHMM8/gvvvuAwCcOXMGO3fuBABcuXIFN954I8Lh8AKhyjE6Ogq328233wrNa6+9httuuw0/+tGP8NnPfjbj98+yLJ5//nm0traiu7s74/efKlxumN1ux/z8PIqKimA0GtHc3LzuixPDsDhyaRA/e9+Lc74psCygqynGA7tbcP/uFrDREN544w2+ggJcO/EplUoolUrRXBw5IpEIvxMaj8c3VJVnvSSbbOj1elGZUqxEsgjJ54V3pgmFQnx2KsuyaGpqAkmSeTGPmixCSkpKNkz1br0kV3UrKythNptRXV2d66e2KizL8mZkMzMzUKvVIElyQ7YAr5WlrudcdqTYrqcsy/Jik/v/K6+8gpaWFmzfvh2e8Tk8ddKLN+lRzIVjaKpQ47/vbMa93Y1QK9ZfpU3uWKmurobJZMrpd8Dv9+Ptt9/Gli1boNPpBHmMSCQClmVF6ci/QUjrJFQQmaswPT2Nb33rW3j22WcxOjqKlpYWHD58GF/96lcXWG0PDg7iuuuuQ1VVFd5++23eZOGRRx5ZVL1MhnMNywZXrlzBli1b8Nhjj+HrX/+6II9x9OhR3n4+2zAMg4GBAdhsNszNzUGtVsNoNAq28xlnWMQZFgrZNZvzWCyGubk5vPPOO1Cr1dDr9aivrxeduIwzLGbmQxju98LlciEWi6GiooJfkG32RU0yExMTuHr1KqampqBQKGAymdDW1iaq95SDq97bbDaEQqGCCFmB5Zx1xVix5jIRKYrCzMwMVCoVL0LE+DnMJUu1hpMkKdoWYi6mZWJiAnK5nJ+5E0trqFhIPrcp1UWoaNShtrYWjRVFkK+xCigkLMsiEAjwsVB6vR5Go5GPPhGa5M6k6upqmM3mnHQmjYyM4OTJk9i1axffTZdpuO45hUJRuM4JQ0FkFlidqakpVFZW4otf/CIef/xxQR7j2LFjkEgkuP766wW5/6VgWZZvq5mbm4NKpeLFZTYu1FzOJbd7OTQ0BI/Hg1gsBq1WC4vFAo1GI/jzWI0zvZN44rgbr1tHEGcBtZTF/kY5vnizGduNhR3zlWBZFkNDQ6Aoig8+N5vNonEsZVkW/f39/AYLt9tfqISszvT0NCiKwsjICB8ZIKZYiPHxcVitVn6TY7PGd6yV5PlysZlcLRczI5bPnVjxz4XwvSMXceTqBGZ+68NXrpbhgT2t+IPrO9bkBC8E4XAYdrsdHo+H75QwmUz8+yqRSLImNkOhEC82GYaBVquFyWTKqtj0er24ePEiDh48KEiHFMuyfEtuQWQKRkFkFlgdhmGg0Whw++2345lnnhHkMd5//30EAgHcfvvtGb3fSIyBhMCCmQWWZTE4OAiapjE7OwulUsm70WVjARaNRhEMBnlxSRAEFAoFVCoVYrEYn+nGRUSYzeacRQn8+3EXvvMiveRtJUoZfvzZXdjVtnnmL9OF202naRrhcBgajYZ3LM0FS1W4OJOMQoVrbYyPj4OiKExOToqiouT3+0FRFEZHR/OuXVtMJMf15Lo9Orldm5v5zueYmWwxORfB/f92EraRmSVvb69U4VcPHUB1afa7EeLxONxuN+x2O7/B3NnZibKyskVttMA1wzmpVJo1sZls6GcymRZU90cDIYzPRlBRLEe9JnOfRbvdDoqicMsttwjyneNEJrf+KiAIBZFZYHVYloXRaIRWq8W7774ryMnt/Pnz6O/vx913373u+5+PxPD0KR+ePu2De2wOALCjpRwP7m3FTi0Bh92GmZkZUYnL5IX93NwcKIrCwMBATnar4/E4nj9J4StHvCsep1HL8faf3oDyosJJOhVisRgfe8K5eloslqy5tbIsy2fL+f3+QoUrQyTPxuWiLTWxjZcztzEajVkxztjIJLdHt7a2wmg0Zk3cRaNROJ1Ofv69rq4OFotlQ8WRCM0f/uwcjl4dXvGYHVop/uVTO7LmsJo8J63RaNDZ2bmk6Q7LsojFYrwZIJBdsZkcTVZXV4dJRS1+cmYIJ92T/HE9rRX4g0M63NZZt+7HvHz5MtxuNz760Y8KEkXDMAyi0WhBZApLQWQWSI1Dhw6hv78fLpdLkJMaZzl+xx13rOsLPzUXwSefOAXrUGDJ27srGfx+lxSm3y6ss5GjFY1GEQqFEIvFAFwTl3K5HGq1etUF6NTUFK5evYqJiYmszPVxZgk2mw3/eCGMK1OrP843P2rG718nzGD+RiUSifCtUQzDZKVKMjExAYqiMDExwYd063S6QoUrg3DtxzRNY35+HsXFxTCbzWhoaBBsMZi8AGxubgZJkigqKhLk8TYr09PT/KwcF3NjMBgEE/HJJlyb0eE5E/RNzuPQ946tuvgkAPzF9hgMDcIbP42OjsJqtWJ6ehpqtRpmszmlaDSGYXgnWo5sis35+Xk4HA78xykffulefm3w1Y+QeOiGjnU91pkzZzAyMoK77rprXfezHPF4HLFYDBKJpHANFI60PpSFCJNNSH19Pc6ePYt4PC6IMEvMylyPyPzjX15cVmACwMVJCShJO+4yGNJ+jFRZj7jkqKiowIEDBzA8PAyr1crv7lksloyasnC7qna7HXNzc5AqVLD6U3uOL10eKohMjvlJ4MJTAPU8EPQDpXXA1t8Fuj4BKD5c9CsUCnR1dUGn04GiKPT392NgYADt7e0Zrz75/X7QNM3PDur1ehgMhsLurQAQBIHm5mY0NjbyAuHs2bN8e3QmqySRSITPZ2UYJq+jVfIBjUaDPXv2YHJyEhRFweVyobe3N+OzuMkbFSUlJeju7kZdXV1hbiwN3raPpVTdYAGMy2uhnR7He++9J4jpzfT0NKxWK0ZHRyGTyWCxWKDT6VLuIpFIJJBIJAvEJtdOmw2xWVRUBGVtO57x9K943F8epbG7vQI9rem/dkJnZHIUvlPioyAyNyF1dXUIBoPw+/2C7PBlIivTMTKDY7axVY976lQfvnSzESq5MO2By4lLlUqVVksiQRCor69HbW0tvF4vbDYbzpw5g4qKCnR1da3rIpg8n6pSqbB161YUVdaCeftYSvcRCMXSfvwNhfcE8PP7gZD/w59NOIDe48DxvwEe/DVQuVCMFxUVoaenB3q9HlarFW63Gz6fj5+jW8+GzszMDGiaxuDgIAiC4AWsGF1QNxoSiQQ6nQ4tLS18PMb777+P6upqWCyWdTmWJrdcV1VVwWKxbKps2lxSWVmJAwcO8G3nXEeCYZ3dMVwrO1fhUqlU6O7uLjgBr5P5SOrXp7KqGty6dzscDgc8Hg+OHz+eEZfhYDDIZygTBAGdTgeTyZT2Rl8uxeZP3/diicjORTx5wrsukRkKhQRt9V9HR2YBgSmIzE0IZyE9ODgoiMhMrGSmy0uXh1I6bjoYxQnXOG4ia9N+rKWIxWL8zCXLsnzgslqtzsi8G9ei1dTUxC9cjx8/jvr6elgsFpSUlKR8X5zrqc1mQyAQgFKpRFdXFz+fGokxUMokCMeYVe9LW1qY+cKkB/iP+4DI7NK3T3mAn30ceOgEoFjcEqvRaLBv3z5+kUnTNDweD0wm05rNeObn50HTNPr6+gCg0D6ZQ2QyGUwmE9rb2/mq4zvvvJOWYynDMPwmU6J5VLZmyAospKamBtXV1RgZGQFFUbBarXC5XLyB1lrO+VNTU7BarRgfH+crXNka59joNFWkft5rLFfz18KOjg7e9GZ0dBR1dXUgSXJNju/RaJT/3sfjcTQ2NsJsNmdsLCIXYvMtejSl496kRtb1ONw5Tig4kVk4d4qPwllvE5IoMrdu3Zrx+19vJXN8fByUa2WTmkSmg9G0HmcpYrEYX7nkxCXXFiuEmYpcLgdJkmhtbeXdBoeHh9HW1gaTybTi7h/LshgdHQVFUZienoZcLl9yQaOQSXD3tgY8c27lthgA+J0dTRn5u/Kak/+8vMDkmOoFLv0S2PnZZQ+pqanBoUOHMDg4CIqicOnSJbhcrpTao0OhEOx2O3p7e8GyLBoaGkCSZMEgRAQoFAp0dnZCp9PBZrPB5/NhaGgILS0tMJlMK24AcFFLFEXxc55btmwRdM6zQGoQBIG6ujrU1tby39nLly/D6XTyUUArbRAlmzUVWtkzz02kFhVFckzNr3zNL1fLcavlw41ntVqNrVu3Qq/Xw263w+fzYXh4OKXzKsMw6O3thc1mQyQSQVVVFTo7OwXLXM2m2JyPxlc/CEAwEsOFCxdgNBrXLKpjsRhisVhWTMsK51DxURCZm5BEkSkEXCVzrSJzYmICNE1jfHwcSlaKVOeMa0rW3zKYbXGZjFqtRnd3N3Q6HaxWKzweD/r6+mAwGKDT6RaIRq4Vi6ZpTE1NQSaTgSTJFY1f/uchHY58MLhiNbO9uhh3ba3P+N+WV8yMAOeeTO3Yc08CPZ8BVriwEQSBxsZG1NfXL2iPLi8vR2dn56JOAm42jwvQrq2tBUmSWXOsLZA63He2o6ODb5/r7+9f0gmWc6ylKAqBQAAqlQrbtm1DS0tLoX1SZCR+ZznjtIsXL8LpdIIkyUUbAuFwGDabjd8QKnQbCIdKLsX/utmAR49YVzzuSzcblhyhKSoqQnd3NwwGAx9pMzg4yOdYJnYQcR1CVqsVc3NzWZ+nzYbYbKksgn9+etXjtMUy+Hw+9PX1oaWlBUajMeXPN7cOLLTLbk6kjzzySLq/m/YvFsgt4XAY3//+97Fr1y4cOnQo4/cvkUjgcDigVqt5QbsSk5OTuHDhAp872NHRget6tuBnp3yrDvnXlanwf+62QCJJ72Qbj8cxPz+PUCiEeDzOi8uioqIl40iERqlUoqmpCVVVVfD7/ejv70dfXx/kcjk0Gg0mJiZw4cIF2O12RKNRGAwG7Ny5E7W1tSuK4aoSJboaNXjNOoJofPGr2lZVhJ9+bg+qSjZxu+zQB8ATtwKRpfPXFjE7DFx59prIrO8GiOU/KwRBoKKigm9hHhoagtfrhd/vR2lpKaRSKZxOJ86ePYvx8XFUVlaip6enMHeZByiVSjQ2NqKurg5zc3MYGBjgnYY1Gg38fj/OnTsHp9MJhmFAkiR6enpQWVlZ2HkXMQRBoLy8HG1tbVAqlRgbG0NfXx+Gh4ehUqmgVCrhcDhw9uxZTE5Oora2Frt370ZbW1vB4VJAupvLISEInHJPLLqNAPDwzQY8dEPHit8thUKB+vp6NDY2IhKJYGBgAL29vZifn4dGo8HMzAzOnTsHl8sFiUSCrq4udHd3o6ysLOvfWYIgIJVK+bUIy7JgWZZ3pSUIIu3nFGNYHEuhZfYLNxtxz75OhEIh/vwWCoWg0WhW/azPzs7C5/OhqalJsM1SzjNDJpMVzqnC8Wg6v1SIMNmETE9Po7y8HA899BB+8IMfCPIYr776KkpKSrB///5lj5mamgJN0xgdHeWz4AwGA7+o/tNffYBfrdLi+eg9nfj0/rY1P794PI5gMLigcimVSqFWq0UzO5PcWieVSvldzPb2duj1+jXvDo4GQvj56T4cvTqMmVAUdWUqfKKnCfd2N6BIIY6/WwhC0Tgm5iIokktRUbxE+1ooADy+65pwTIfO3wE+8QQgSa3qzVU/PB4PAPA71uXl5TCbzYXZvDyGm8X1+/0gCAIsy0IqlUKn02U1H7dAZkk2aeLe24qKClgsFkFjMlJldCaE0UAYJUoZWquKNvQ5xDsxh6dP+/BB3zVztm1N5bh/dwvaqtc+IxkIBEDTNIaGPvSCkEgkMBgM6OjoEM13lhOY3LoFWChC1/p+z0diuPuf3oXrtxnkS9FYrsaL/+sgn5/t9/ths9n4+J/W1lYYDIZls2YHBwdx5swZ7NmzB3V168/cTIZlWUQiEQDXNg828mc+xxQiTAqkRmlpKcrKyhacUDONSqVa1vgnMYYhMaMs+ST1nY91YWo+gteppXfa/vD6Dhze17qm5xWPxxEKhRCNRvmTtEwmg0qlEs2FhIMgCJSUlKCkpATz8/OIx6/NT5SXl6OpqSmt9hNtmQoP32LAw7cIH/siBrwTc/iXt134rwuDCP52/mRbkwafPdCOe7sT2t7O/zR9gQkAV38NNO8G9j6U0uFyuRylpaVQKpUIh8NgGAYEQaCyshLl5eWFC2UeU1RUhOLiYvj9fv4cI5fLUVJSIpoNrAJrRyqVori4GAqFYsEin2tdzCVneifxT2868Y79Q0d2U20pfu+6dtzXs3pmYz7SWlWMr91hzsh9KZVKqFQqfuMAuCZeotEo4vG4aNYGXNVSLpcvEJvcpsdaxWaRQoanfn8PPvfkWVBLxMXpqovxo8/s4gUmcG39sWfPHr5I4PF44PV6FxUJOLh2WaE7ctZT0S0gHIVK5iaEZVmQJInKykqcOHFCkC/mqVOnMDk5iTvuuIP/WWIANkEQaG1thdFoXHYHDAAYhsUx2yiePuUDPTwDqYTArrZKPLivFd3NqbdeMAyDYDCYF+ISWLizyr1WbW1t6Ovr41vxmpqaYDabC7M/y3Cxz4/D/35q2ViWB/a04LG7jCDeegw48TjApmaCsCwV7cCXzgMrtFhzGaY2m403fiFJEsXFxaAoCmNjY5DJZEvO4hYQN6FQiDfvYlmWn/OanJwETdMIBoMoLS0FSZIZzcUtIDyJ1WmlUgmSJFFbWwuXy8Wfj3OVbfrCpUE8/POLiC+zlju8rxWP3tNZ+LwtQXJ1ura2FhaLBbFYDDRNY2xsbF2dQ0LDtc1yLvhAepXNOMPiLdsonrs4iIm5MMqLFLh7az1uNtdCLl15ZIg7v3GvFSc2udeKpmnYbDbcdtttK6710oVhGESjURAEUTDZEpa0TiAFkblJueGGG+D1euF2uwW5+HzwwQfo7e3F3XffzbvucYJprYPj6yHfxOXMzAxsNhsGBgb4MPhkx8q5uTnQNI3+/n4+w89oNIry78kVoWgch753DKMzK5tPfa/pBP77+OOZe+AHngGMty76MWciQdM0ZmZmoFKpYDKZFhm/jI6OLsjWI0mykK0ncpKjDWpra2E2mxdY9sfjcfT29sJutyMSiaC8vJyPLCkgXqanp2G1WjE6OgqZTLZk5m0wGORdhhM3F9YSQ5Uuw9MhHPqrY4isEk/1/Qd24KOb3dQtAZZl4fP5QNM0P1vY1dW1qOV5fHwcNE1jYmICUqkUHR0d0Ov1orvWZkpsrodE48ZEYU5RFLxeL+6++25BrmPxeByxWAwSiUR078sGoyAyC6TO/fffj9/85jeYnZ0VpFrC7V7V1dXxlcvm5ua0LLDTgWEYhEIhRCKRBW1NarValCeiubk53u0OQEoLlcQ8NoVCAaPRiPb29oIgAfCrs33402curXqcifDhqOLPVzKIXTvth4CP/CVQa1kUM8O9T5wB0FIkz+KWlJTAYrFkzdWwQGrE43G+ChKNRlFZWQmLxYKqqqplfycajfK5uPF4HDU1NbBYLAX3YJExPz8PiqLQ398PgiDQ3t6+yDE4mdnZWdhsNv53uEgbIao3HH/7mh3/+IZj1eN2tlbgmYeW90fYLHDnY6vVikAggKKiIpjNZjQ2Ni57bl3KzV2v16/o5p6J58myWLOhoRjEZrIwV6lUiEQiuPPOOwV5PE5kSqXSQuePsBREZoHU+cpXvoK///v/z957B7ZVnu3/H0ke8t57Ty1nQRJIwiib0lJGoVBmW2hZhZeWhJQd+AIpBChl87ZQCinQst6yCj8KBAhJyCIk1vLe8d7Wls7vD/ecOp6yLdlyos+f1uNzHlvSc577ue/7uh6nra2N1NRUn157YGCAvXv30ts73JAvBpdzcbLry+CyocvC5m/q2WJux+Jwk5sYyU+W53DWogzCQnwTyFksFsm3S/RDVKlUXpdcidYIBoOBgYEBIiMj0Wq1R7zv3jWv7OZjvXcG0l+G3Uyu3DtTaq8Jj6H3vNc40DFcTjRRFmQyRvuzeRPEBPE/Ho+HhoYGzGYzNpuN2NgCoBdKAAAgAElEQVRYNBoNaWlpXn/n7Ha75IPq8XiCPqgBwuj3JTs7Wypn95b+/n6MRqMkjDKepY2vOOeprXzXNLUFBUD5vWcQHX7kbsL7+vrQ6/V0dHQQGhoqHcp62087ni91SUnJGF/qmSIIAh/r23hlRx3f1HTjFgSKU6L56cpcLl6ZMy1hvvkONgVBkILN7u5uAFQqlV9ElFwulySIGAwy/UowyAziPZs2beLWW29l7969LFu2zCfXHBwcpKKiQsrGASxevJiCggKfXH8yJgoulUrljOr0397bxK1v7sflGfsx12XG8tdfrCR5FnYfVquVyspK6uvrpX4etVp9SInddPB4PDQ2NmI0GrHb7cTHx1NWVnbEBiSX/fkbtlZ1ejX2w7DfoZU3+HwOvRF5bNU+QOF/Sqxm2i/idDqpqqqiuroat9s9b71fRzqCINDS0oLRaGRoaMirLMhUWCwWqdRyrrJfQcbicrmkDLPL5SI1NRWtVjvj9RiGK03EPmt/lVqe/ocvqGgb9Grs7jtPndUza6EyMisttpeUlJTMeD0e3foQHh5OSUnJpNUpU+HxCKx/a/+EavqajFg2X7Vy2hZjgRBsfvTRR3g8Hlwul1+ywE6nE4/HQ0hIyLwLcB3mBIPMIN7zt7/9jcsuu4wPPvhg1mUMQ0NDUnApCAJZWVmkpaWxd+9eli5dSl7e9BRgp4PH48Fut2O328cElyEhITMqHd1e3cWlf97BOPGlxLLceN66dvW0y1nsdjuVlZWSWERqaipqtZqEhIRpz3M8xM1SZWWlFJBotdojLkPijf0NCMgR2BV+HUkyL70xvURgeEW2X/4B4UXH+eSao4VlcnNzUavVwYDEz4jlcmKvbHh4OCqViry8PJ+Vpo8U+vLFRjiId4hZadGjOS4uDp1O59Ne2c7OToxGI93d3YSGhkqbbF9kXa7+664J1ddHEqMM4du7TiNkChGXwwmn00lFRQU1NTV+EcoTD51MJhODg4MolUpKS0tntC48u6Wahz4yTTrmuOJkNl99zIznOl6wKfpK+ivYFASB999/n4yMDHJycjCZTPT29krfg4KCglkHm2KQGRoaGmwV8i9BC5Mg3pOZmQkMexjNlNGlnhkZGajVamJjY7FYLAAT2pjMlomCy/Dw8FkvNs9sqZo0wAT4tqGXr6s7Ob7Eu82Iw+GgqqpKEgdJTk5Go9GQmJg443mOR0hIiLQBFgOStrY28vLyUKlUfpcRDxQuODrbiyBTxsnyPT4PMIevPEz4e9fD6hth8UWgnF3mUalUsmTJEoqKijAajTQ0NNDU1OTTgMTmdNMxYCc8VE5KdPgRXXINw6XORqORzs5OQkJC0Gg0flH9jY2NZeXKldL9qqqqqKurm3aJ9eFK56CdrkEHcRGhpMfNfg0Ts1EGg4GhoSGioqJYtGiRX9oMkpOTOe6446RSS6PRSE1NzayzXwA/WZ7jVZD546Oyj5gA0+PxUFtbK4lsJScno9PpfN73LJPJyMrKIiMjg6amJsxmM/v376eyshKVSuW1YJvD5eHFr2unHLe1qpPy5j7KsqafXR+ZvRwZbIqqrP4KNsUAMCIigrS0NFJTU2lra8NkMmE0GqmurpaCzZmucbNIlAWZA47sJ9cRzGyCTKvVSkVFhZRRGa/UU+w/ET2SfMV4waVcLpfUYmd7ktU+YOOrSu/KLN/Z2zxlkCkKfVRXV+NyuUhMTESj0fjduFsMSAoLCzEYDNTV1dHY2CiZSx/um9aVBYkcV5w8aclsKE5uCPmnfyfSWw8froUvN8Glb0DGkllfMjo6mhUrVtDT04Ner6eqqor6+vpp9xiNpLHbwnNfVPPOt81YHMNWLur0GK5cnc9Fy3OmnbFf6IzuqysuLp6TzGJiYiKrV6+WMqeiD50oFnWkndRvq+7k2S3Vh6zJR+XG86sTijizbGbG7p2dnRgMBnp6eggPD2fRokV+/9/KZDJpky1mv8rLy6murp5WQDKaUzRpLM9LYHd9z4RjEiPD+OUJhbOZ/oJAzCwaDAYsFgsxMTEsW7ZsWr3SM0Eul5Obm0t2drZkT7Vv3z4p2MzOntyndHddNx1TqKCLfHjg4IyCTJG5DjbF/Z+4H5TJZKSnp5OWlsbBgwcxm80YDAaqqqqkQ5fp7k1GZmaDBB7BctkjlMHBQWJiYrj22mt59tlnvfqd0X2EaWlpqNXqCU8IP/jgA1JTU1mxYsWs5+vxeHA4HJJxPQwv7uHh4YSFhflsg6Bv6eMHT2z1auxk5Sui/1ZVVRVOp5P4+Hg0Gg0pKSnzshh2dnai1+slnzeNRkNubu5hvTD3WZ1c88pudtR0j3ktAjtPhD7JaYq9czehyGS4bhvEpPnskqPVEiMiIiTbE2/fW0NLP5f+eQc9Fue4r/9oSSZ/uGgpiiMg0LRYLJhMJhobG7328vUXo7NtkZGRqNXqKTethwtv7G7k1jf3T7jRuOW0Um48pcTr6/X392MwGGhra0OhUEhZ4vlQG/d4PDQ1NUn+qaJf7kz6e/ssTq7dvIftNV1jXsuMU/KnK5ejy5x5YLIQ6Orqory8/JDn23xZP7ndbkkYzG63Ex0djVqtnjBL/q8DB7nub949hy45JpcHz1vks7kKgoDb7cbt/q9HtFwulwLR2dLR0cG2bds46qijyMnJGff+LS0tmM3mGfW3CoKAw+EAICws7IhYF+eRYE9mEO/xeDwkJSVxwgkn8M9/Tp7NsdlsVFZWSop73vYRfvrpp4SFhXH88cfPap5icOlyOXHY7URERKKMiPBpcCnS1GPhuIc+92rsWYvSeebSow/5mcvloq6ujsrKShwOB3FxcZJx93wvgOOd9Op0OlJTU+d9bv7C4xH4srKDf+xqoNG8lwhXP99T7OMnii9IlvXP/YRO/B2cdJvPLysIAk1NTRiNRqxWKzExMWi12ik/d063h5Me2UJTj3XS69/5Aw1XH3/4ZkNGq4pmZWWhVqtnpYjdM+SgbcBGVFgI2QkRM/6OiaJeoqffTNRsFxo1HYOc9tiXuKfYn7z6y2NYXTR5VcjogwNR7TUQWgfcbjf19fVUVFRgt9uJjY1FrVZP265IEAR21nbz1t4mDvbZiFGGcIYunTPL0gkPOXzFUAYGBjAYDLS2tqJQKAKqUkf0xq2srJz0vd1V182Fz2336po3nVLCb08r9flcBUHA5nBS2z6Ay2knKymW2MjwWQebTU1N7Nmzh9WrV0/a5yzadpnNZqm/taSkhLy8vEmDTTHIlMlkwf51/xMMMoN4jyAIaLVaYmNj2bFjx7gPNLvdTlVVFbW1tZKnm1qt9rqPcOvWrdhsNk499dRpz29kcLnrm628trOeLwazcBFCkmyAC3MH+fk5p5OWmTvta0+GIAj86KmvOdA8tSz8kz9dxtlLhsuORz9QYmJiUKvVZGRkBNxGUJyr2WzG6XT6rWcloCh/G978+XzPAqKS4ca9oPRPZsHtdkv9SE6nk6SkJLRa7YTf2Q8PHOR6L07RsxMi+GLdSYddNnO0b2VqaioajWZW34X9Tb089VkV/za2Sb3d6vQYfrGmgAuXzzwLOfq9PZwtbe59T89fvq6bctwZujSev3z5uK85HA4qKysl4RdfHBz4C5fLRW1treS5mpCQIFW+BBnLSBE0IKA1B0a/t3FxcWg0Gulw1+0ROHHT51Me9AF8esuJFKX49vNrc7p57v2veXVvO+3O4YoNJQ5+lNrBdT9YRXahesbBZnV1NeXl5Zx00kleqaGLh6Vms5mhoaEpxZQ8Hg9OpxO5XB6Q/ueHGcEgM8j0OPnkk6murqauru6Qjc94IjVqtXram5ndu3fT2trKD3/4Q69/Z3RZ7Ev/eIM/1maNOzZJNsArl6rQlvnGgkXk3e9auOm1bycdk50QwWe3fI8QOYd45s2m7Gmu8bf6XsBQvx1ePgfcvu0PnjGhUbDsUjh1A4R57783HZxOp7TBdrvdZGRkoNFoxqgM//bv+3j722avrvnhTcejzTw8bFPEgE2sOEhISECr1c66V/ozUxvXvLIHp3v8x+Mlx+TywLlls1obRlvapKWlodFoZmW3EWh8b9Pn1HVZphwXppBjvv/MQ/6fbrebmpoaKioqcLlcJCcno9Vqfabg7U9GH3r4SyBuobKQ1dOdTqfUQuNyuaSDhOTkZF7b2cjt7xyY9PfHq5yaLRaHi8v/+AF7usbP/CbL+njl3GQKl544ozJaUTPg+9///rQyjWI5udlsxmKxEBERMW7vstvtxuVyBYPMuSEYZAaZHpdeeilvvPEGFouFkJAQhoaGaGhokDYvSUlJqFSqGZ+mHjhwgJqaGn7wgx9MWb4inkjZbDap53LrV59y47YI/msIMZYMeS+f33kOykjfnu5t+tjE059Xj/taSkw4r/xiBRGOXioqKrBYLERGRkpN/gtNnMPXPmIBRbsJ/nwyOIbmeyZjyTkWrvg/CPVfv5/VapVO/MUew5En/te8spuP9W1eXeuNa1exIn9hb3bF0lOz2SyVFWs0mmmXJ45H95CD4x76TBJOmog/XLSE85Zlz+peMJzNEUt8ReuoQM3UTZeVD/ybdi/FUCof+D6hCvmYsuK4uDi0Wu289cHPBrGKSDwAPBwPEqbDeD7QOp3O7wJ6/sDhcEhigOI+S61W8+LuTp7ZMv6eY1VhEn++cjlR4b4tA97w2hZe+m7yZ6NK3sQ/f3smsphhoa3pBJt79+6lqamJs88+e0bfwdHr9eh9lhhkKhSKgCiRPsyZ0SKq2LBhw0xvOONfDBIYbN++na1bt3LRRRdx3333cfXVV7N48WLS0tJYtmwZarWaqKiZZ1r6+vro7OwkLy9vwoBFzFxarVYcDgeCICCTyVAqlWx48xtaXLFM9tkeFJTk20xoNdoZz3M81hQnszQnnl6rk4ZuCwKQHB3Gz1bn89s1KbRWldPY2IhCoUCn07Fs2TLi4+MX3GYGIDQ0lMzMTNLT0xkcHKSpqUkKSuLi4hZc0HwI/1oPB7+b71mMT38ThCghf43fbhEaGkp6ejpZWVlYrVaampqoq6vD7XYTHx/PvqZ+9jX2enWtm08tJVa5ME+LRRGdXbt20dDQQGhoKIsWLWLJkiXExMT45Hv71+11fG7umHJca5+Nn66cfZl/SEgIaWlpZGdn43A4aG5upq6uDpvNRnx8/ILedH2kb+Vg39T2V+mxSn51QiGtra3s3r2bhoYGwsLCWLx4MYsWLSI6OnpBrskhISGkpqaSm5uL2+2mpaWFuro6BgcHiY2NPTwOAL1AEATa2tqk7214eDhLliyhrKxsVnuT+UShUJCSkiL5h7e2tlJfX48mUc7ZK4qRKULptzpRhilYlhvP787UsO4MFcpQ3/bWDtic/OaNcpzC5M/3LiGW1c5vyNGsRBAEyXNT3KtN9v0SnzXFxcUzmqNMJiM+Pp6CggIiIiLo7OykqamJ5uZmQkNDiYqKQhAE5HL5wt6nLAzunckvLdynUJBZk5CQgEql4phjjmFoaAiNRkNBQQFr1qzxyYNZzJaIZaQjETOXdrtdUjaTyWSEh4cTHh5Od3sLu2xZTJbFFPmXoYsLzpv1dMfwPVUq31Ol4nJ7cLg89HS2YTabqTMNSNL3UzWmLyTi4+NZvXo17e3t6PV69Ho9tbW1aDSaBVH+O4bqLVD+5nzPYnJ2vwjH/QYU/l2KY2JiOOaYY+ju7kav10sZsGPTcvmLF7+/pjiJrPi5V1j1BaIdSG9vL2FhYZSVlc3an3A8PjdN7VcI8F1TH12DdpKiw31y36ioKI4++mhKSkowGo2SXVFhYSHFxcULMiD5yfJs9kxiyyFyti6JrVu30t3d7df3dr6IiIhgyZIlFBcXYzabaWxspKWlhZycHFQq1eHX2jCC3t5e9Ho9nZ2dhIaGHnbvbXh4ODqdjqKiov8KK3Z0cFFeGveccbTfNRJ213Zj8Xj33NliamX1j0NQKBSSGq3H48Hj8SCXyyXrk9HYbDaf9MnK5XLy8/PJycmhvr6eyspK9u7dS1RUlCRwFyQwCQaZRyADAwM89dRT/P73v2dwcJDCwkLuvfdeLrnkEp+eBk3klelwOLDZbOMGl+L9+/vE7MrUgU2f038nWIIg0NkxbKLd399PWFgYOp1uRn5OC4GRfm4NDQ2YTCb27NlDdXX1wipPavgGXr1wvmcxNQMt8MclsOIqWP5ziPBv31hiYiLHHXccbW1tGAwGBg5WcVRKKHs7Ju5+UMhk3HSy91YRgUJPTw9Go5GOjg5CQkJQq9UUFhb6rXfH6py8THamY70lNjZWOkgwGAzSxrWkpGRWZufzwTlLs3hhay0VbYMTjklQyshz1tPXp6C0tJTi4uLDti8rKiqKo446iuLiYkwmEw0NDTQ1NUkWO4EoeDNTRrdvFBcXU1paeti+t0qlkkWLFlFcXCz5j7e1tZGRkYFarfZKMGcmWGxTVwqIWF3/9aIMCRkbbDocjnGDTbG02VcoFAoKCwvJy8uThBblcvnCOwA/glg4T50Aor+/n3vuuYe33nqL9vZ2cnNzueKKK1i/fv20FkKHw8HGjRvZvHkzjY2NpKWlceGFF7Jhwwa/9NUMDQ3x9NNPs2nTJjo7OykqKsJisXDrrbdy2WWX+fx+IzOZMNz4brVaDwkuw8LCUCqVY4LbpORU5NTiQcZUgWaK0vcbNkEQ6OjowGg00tvbS2hoqJTpDbSHncvtweJ0ExmqIEThm4Bb7N/LysqShCi+/vpr0tLSJFXigEUQ4N1fg9sx3zPxjv4m+PRe2PMSXPkuJOT79XYjDbEbGhqQhRqxu5zoe8Z+dsJD5Dz2k6UcU7hwFEwHBgYwGo0cPHgQuVxOUVERJSUl0qGXv8hJiGR/09Sq1MpQOck+ymKOR2JiImvWrJH8Uw0GA9XV1ajVanJzcxdEWZkyVMErVx3DL17ahb5lrNVQUrjAr9RuFpXkB6yqqD+IjY1l5cqV9Pb2YjQaqa2tpaGhYUFnrUVGqwH7S4jO4nDR1GNFIZeRlxjps2fmbBmZta6oqKCxsZGDBw/6rdc6N0Xs7526Wiwn4tBn6WTBpkKhkLLNdrvdL99NhUJBUVERmZmZC2I9O5IJBpnTpL+/nzVr1tDT08Prr7/O0UcfzUcffcQVV1zBtm3beO+997wq53A6nZx11lns2rWLzZs3c+qpp7Jz504uvvhiPvvsM7766iuf9RxYLBaeffZZHn74Ydrb2ykrK+P5559Hp9OhVqs5ePCgT+4zGnFTZ7Va6e/v9yq4FIlLSuXkmGb+PTDWwHc05x019Zjp0NnZidFopLu7m5CQEFQq1byZdk+GvqWPF76q5f0DB3G4PISFyPnBogyuOq6AsizfCESIf39+fv5wqXBdHW1tbeTl5aFWqwNzc/fd69BZMd+zmD699fDaT+HarSD3f0mYeJCQnZ2Nuriaf+2u5KsWDz2uUOJjojhZm8FFK3L8GhD5EqvVKmV5AHJzc+e0pPDC5dl8cGDqtfScJVk+768azciKhObmZkwmE9999x1VVVULRv06LVbJu78+ji8q2nlrTxON7b3gtLIsycMZujQW6RaGqqg/iI+PZ9WqVXR1dWE0GqmsrKS2tpbi4mK/Zuv9wWhrHn9ZarX0Wnnysyr+ua9ZEudKiw3nkpV5XHNiod+/k94SFRXFsmXLKCkpwWw2Sz2IYom0r/aFZVlxqKMGMQ1NFrwKhOLm3JXjV7KMDDZdLhcej0cKOp1OJ4DfDvfEXkxxHkECk6DwzzRZu3Yt77//Pq+//jqnnHKKlOEKDw/nmWeeIS0tjRUrVkx5nccff5znn3+exx57jMsuu4zQ0FDy8/MpKCjgiSeewOl0ctppp/lkzpWVlZx33nnk5uby9NNP8+STT6LVaomMjOTBBx9EpVJx9tln++ReI/F4PFRVVaFQKEhMTEQulxMWFkZ0dDRhYWFTLgxZ4RbeMlkRmPikShPaxh0/Ox+5D/o0uru72bt3L2azGYfDQXFxMStWrCAtLS3g+kA+2H+QK1/cif5gP+7/mPG5PQKm1gH+sbuRwpQoStN8twETRUaysrKw2WySgIzH4yE+Pj5wThMbdsA/rgDB99ntOWGoA7KWQ1LRnN1SLpeTlJTEUap8FicKqEK7WBxjQZ0USkZKYsBnR+x2OyaTib1799Lb20tGRgYrV64kLy9vTjfbuYmRfFPbNanfXXR4CI9dtJSEyLn5n8pkMmJjY8nPz0epVNLR0UFjYyOtra1EREQQFRUV0Bs0weNB6G8jydLAkjgbp6kSOfuEoymdg8z0QiAyMpKcnBwSExPp6+ujubmZ+vp65HJ5wIu2CYJAc3Mzu3btoqWlhejoaElwMCLCt/3fNR2D/Pi57XxT232IvdCQ3c2Omi521HTxwyUZhAZIVhMgLCyMzMxMMjMzJWGv2tparFYrcXFxs17bZDIZGRFu3jP2Mn4mczjD+cuILzjz4uuHReomudZIxVmxEqy1tZX09HQSEhL8ss6IiQuFQhHQ69hhwoyEf4IWJtNgYGCA1NRUEhISaG5uPuRD3dXVRUpKitTEPRmCIJCbm0tbWxtdXV2HnMa6XC7S0tJwOBx0dHT4LFO0detWVq1adUiw5PF4SE5OZs2aNbz33ns+uQ8gWZG4XC727dtHf38/cXFxLFq0aNpem++++za/3abANU7SvTSknZevO4n0rPxZzbenpweTyUR7eztyuZyCgoI5Ka+bKTUdg5zx+JcTevEBhMhlfHTzCRSn+sfOoKurC71eT09PD+Hh4YFRimcfhD8uBkvX/M3BF8Tnw5kPQskZfhcEGo+RGUGZTEZ+fn5A9n2Jnnmi71xKSgoajWZe/RD7rE6u/9sevq4a+xlMigrjf69YztF58zc/l8slefU5nU6SkpLQarUB58MoCIJkRyJazeh0OsnAPshYRAVlo9HI4OAgSqUSlUo1/+vyOHR2dqLX6+nt7UWpVErPD3+8t4IgcNYTWzEeHFt2PZKfrc5nw490Pr+/r+jr68NkMtHa2opcLvdZP+7bH33CbVsGsTP24OtK5VbuvvZyFOneq/cPDg6i1+tpbW1FoVCwatUqoqOjpTJaX73HonikWBkXxO8EfTL9zT//+U/OPfdczj33XN55550xr6vVasxmM2azmdLS0gmv891337F06VKWLl3Kt99+O+b1M888k48//piPP/6Y008/3ad/w0gEQaCsrIzIyEh27tw56y//yOASkOStm5ubJVP4rKwsKYvqLY01JjZ/9CWftoRh9YSQFW7hwkXxnH3mWbPyxxy5aIub6ZKSEp+fovqaDe/qeWlb3ZTjrlyVx73nlPltHuKmxmAwMDQ0RHR0NFqt1ieegzNi+9Pw8e1zf19/kVwKP319TrOaI+nv78dgMNDW1oZCoaC4uDggysbdbjf19fVUVFRIwhIajYbU1NR5nZeIIAh8U9vNG7ubaOm1EhUewunaNM5ekklEWGBURDgcDsmHUTS112g0895rLQiC1Eva399PREQEarWanJycYHDpJYIg0NTUhMlkwmKxEBUVJXkLzvf/cOSaEhISQklJCYWFhX4VpdpR08XF/7tjynFRYQp23H4KMQFu0+SPQ/Hutib+8cHH7GwYwOnxoIro5+Ll2RQffyEovWu9cTgcmM1mamtrEQRBOpwMCQmRvM8BnwWbYpApl8vn/Zl0hDCjNyzYkzkNDhw4AEB+fv64r4t9awcOHJg0yPTmOuI4fwaZMpmMjIwMzGaz5Hk0E1wulyToI14nJCSEiIgIFAoFcXFxFBQUYDQapWb2wsJCrxXjcgrV3Ha9mttmNLux9Pf3YzabaWlpkfrSSktLF4wc/L/Kveuh/Vd5q1+DTJlMJvlr1tXVYTab2blzJ0lJSeh0urnNKNV9DZ/cM3f3mws6K+DlH8GvvoSouRfeiY2N5dhjj6WzsxODwSBtIMQe3bnOjozObkVHR7N48WIyMjLmffM8EplMxrGFSRwbwGJJYWFhaLVaCgoKJEXL1tbW4f7cWfojzxRRFberq4vQ0FB0Oh0FBQUB16oQ6MhkMnJycsjKypIOY/bu3UtlZSVqtXpevi82mw2TyST5LxcUFKBSqeakWuhzs3fWQkMON7vqujlZHdh2GAkJCVI/rslkorq6mrq6ulmJPyWmZXPtL67i2hnMZ3RPbWpqKjqd7pADK7FXc2TP5myDzVkkyILMIcEgcxq0trYCTLh5FhvV29ra5uQ6viAjI4MvvvgCt9s97U2jy+WSMpdicBkaGioFlyOJiIjgqKOOoqioiPLycqqqqmhoaJjTDevg4KDUSA/4vJF+rhiwubwa129z+nkmw8jlcgoLC8nJyaGyspLq6mq+/PJLsrKy0Gg0/v//dlYhvHohMs/c/L1zSl8T7H4BTrx13qaQnJzM8ccfL5XiHThwgJqaGjQaDZmZmX7fsAqCQGtrK0ajkYGBAZRKJUuXLiUnJyfgygAXGqKiZVFRESaTSRIZmcsS6dFqwCUlJZSUlASzE7NEzHLl5uZSW1tLZWUlu3btkjL/KSkpfv/uulwuqqqqqKqqwu12k5GRgVar9Yt6/kRYHdOwFnJ4ph4UICQlJbFmzRo6OjowmUyS+FNRUdGcVJyIlUx6vR6LxUJsbCzLly8ft6JELpcjl8t9GmyKQWYgHTAGGUswyJwGVuuwoMNEX17xBMlisczJdXxBRkYGLpeLjo4OMjMzvfqd6QSXo4mLi2P16tW0tbWh1+s5cOAAtbW16HQ60tLS/LJgWCwWychaEASysrJQqVSTKhP225y099uJCleQHqsMqIUsLVZJbeeQV+PmktDQUCk7ImatW1papKy1P/om3G431nfXE+2Y+v+xYNnxDCy5GOJz520KI7PWon/q7t27iYuLQ6fTkZKS4pf7ilnUnp4eyaM2mN3yPdHR0SxfvpySkhIMBoNkjVFUVOQ3/0mbzYbZbC/l3+IAACAASURBVKa+vl7SKfCH6MuRjljqnpeXJ/Xjbt++naSkJDQazbR1ErzB4/FI64TdbichIQGdTueXe01FToL3FUrZCYH12atqH6Ch20JEaAjLcuPHVcBNSUkhOTmZ9vZ2TCYTZrOZmpoaSWnYH6XI3d3d6PV6uru7CQ8PZ+nSpV711Poj2AykvVmQsQSDzGkgPvxEaebROBzDXkJTlV366jq+ICMjA4Dm5uYpg0y3243Vah0TXCqVymktZKJPX2pqqlRm+c0335CcnExZWRlxcb6x37BarVIpmCAIXpkbGw/28/TnVXxU3orrP6qtmoxYfrEmnwuOnv+eFoDzlmXx2CdTW3Scvyx7DmYzlpFZa71eT3V1NQ0NDVL/jS8CBI/HQ2NjI71bX2Rxw799MOsAxtoDjy8C9Q/hh3+A6PnrPZTL5eTn55OdnU1NTQ2VlZVs27aNlJQUtFqtz2wHRB/A9vZ2FApFwNoIHW7ExcWxatUqycapoqKC2tpaSktLfRbcO51OqqqqqK6uDqh+0MOd0NBQVCoVBQUFUtZr69atpKWloVarffLdFasODAYDg4ODREVFzXtJ+znLMnnoYxOuSYTyANTpMSzO9s3eY7Zsrezk0U/MfNvQK/0sLiKUS47J5X9OKRkTbI60LGptbcVkMmE0GqmurqakpMRn312LxYLBYKC5uRmFQkFpaSklJSXTDmQnCzZDQkKQy+VTfl6C5bILg2CQOQ3S09OB4cbr8ejtHV4Q0tImr+n31XV8gRhYtrS0TDhmvOBS7LmczSnZyDLLiooKampq2LJly6xPtG02G5WVlZLFhrcP0a+rOrnqr7uwOQ8tmTEe7Gfdm/vZ29DLg+eVzXugeckxuby0rY7uIceEYxKjwrjkmPnLfMF/s9bt7e3o9XopQ6LRaGYsQiHK3ptMJkI69JxQ9eTMutEXIqb3ocMEV30CkfOrBhoSEkJpaSl5eXnShvWLL76YdU/f4OAgJpNJUu8Ws+CBqvR8uJKcnMxxxx1HW1sbBoNBOiwSRXhmUqbsdrupq6ujoqICh8NBYmIiWq12XrJbRzJiRUBRUREVFRWS93FmZiZqtXrG3qM9PT3o9Xq6uroICwtj0aJF89K7PZrUGCVXrSng+S9rJhwjA9aerpr3ZzvA+/tbuOm1b/GMiqH6rE6e3VLNd429/OXnKwgPGRs0ijob6enpUnuDXq+nqqpKWq9nEmw6nU5pj+bxeMjJyUGj0cy66kAMJgVBkPaXLpfrEEuUqd6TQHjPgkxMMMicBosWLQKgtrZ23Nfr6uoOGefv6/gCMcg8eHCsmIzb7cZms+F0Og8JLpVKpU8zCqLIQ35+PkajkYaGBpqbmykuLqa4uNjrQNZut1NVVUVtbS1ut5uUlBTUarVX8vx9VifXbd4zJsAcyWs7Gzg6L4ELjp6fDKFIcnQ4L/9iJT/7y046B8cGmsnRYbz085WkxATGxjw1NZWUlBQaGxsxGo3s3buX6urqaZVZCoJAW1sbRqOR/v5+wsPCWNPzDvKF6oc5U7qq4IuH4PsPzfdMgGGj7bKyMgoLCzEajVJPX0FBwbSCw9FVBzk5OajV6gUjxnU4IlacpKWlSWql+/bto6qqCo1G43V2arTaaXR0NEuXLp0/FeogACiVShYvXkxxcTFms5mGhgZaWlqm/d0bGhrCaDTS3NwcsD21t56pxup08/L2+jGvhYXIeeDcMk7Vzr/gT8+Qg3Vv7B8TYI5kW3UXf/6qlhtOKp5wjNjekJGRQVNTkyRIKQab3traeDwe6uvrMZlMOBwOkpOT0el0PqtYEecqVsVNJ9gM9mQuDIIWJtNgYGCAlJQUEhMTJ/TJLCwspKqqatLriJuo9vb2OfPJnIjq6mqKi4u56667uO+++4DhhcVqtUrBJeCX4HIiuru7KS8vlzwYNRrNpPX+DoeD6upqqfwqKSkJtVpNcnKy1/f8y9e13PueYcpx2oxYPrjpuIBY2PptTt7e08S737XQPeQgISqMHy3J5PyjsomLCJwH/EjcbjfV1dVUVlbicrnGVaIbTUdHB0ajkZ6eHkJDQykpLqJI/zjy716dw5kHEGFRcN0OSJjfTPV49PX1YTAYaG9vJyQkRLI9meigyOFwSJnQYOlkYDNd6xjRkN1gMNDX1yf5IQYFmwKTgYEBTCaTpLo+lfjTaMsKX2W3/Ell2wCv7mygom2AELmclQWJXLQih+TowDiQ/dOXNTzwoXHKcZlxSr5afzIKuXf7ELG9pKKiAovFQmRkpGRrM953UTzU1ev1UtmzTqebk4MhQRAOCTaBMcGmIAhSW1lYWFhA7MeOAII+mXPBDTfcwDPPPMMHH3zAWWedJf380UcfZe3atTz55JP8+te/BoatMi655BKSkpJ48cUXDylT2LRpE7feeitPP/00119/vfTzt956iwsuuIBbbrmFRx55xO9/j9VqJTIykquvvprnn39+XoPLkQiCQEtLCwaDQVIuKysrOyTz5XQ6JSEDl8tFQkICarV6Rqp5l7/wDV9Vdno19pvbT5lzUZ3DDbvdLvV7TST60d3djdFopLOz81Cfxj0vwEfr53H2AULOsbDqBtD+aL5nMgYxuOjt7SU8PFwyWxc3NC6XS+rpdLlcJCUlodVqvao6CDK/uFwuqqurpXU3OTkZrVZ7iFp6b28ver2ezs5OqbS6oKDAr36IQXxDb28vJpNJ8scVfRhF4Ta3201NTQ0VFRXSQaFWq/WZlsKRzM//spPPzR1ejf3slhMpTJmeSq8oyGQ2m7HZbERFRaFWq8nKypL2TH19fZSXl9PZ2UlYWNi8WlaJvZrjBZtikBlspZgzgkHmXNDX18fq1avp6+vj9ddf5+ijj+ajjz7iiiuuYPXq1XzwwQfSg/TNN9/kwgsvBGDXrl0sX75cuo7T6eT0009n7969bN68mVNPPZWdO3dy8cUXk5aWxtatW+dE5tvj8ZCSksIxxxzDq6++Kn2ZFQoFERER817yInowmc1mKcurVqvp6OigsrISp9NJXFycdKI+0xOtHz+7jT314/fIjmYmi3uQ8RkcHMRoNNLS0oJCoaCoqIjU1FSqqqpobW2V+naLi4uHHyb2AXhMC/b++Z564HD8WjjlrvmexRjEgyKj0cjQ0JC0oXE4HFI2LC4uDq1WOyd2CkF8i5iFFvu0MjIyyMvLo7GxUSqdFMum/aEsHcS/jPQtDQkJoaioCKVSSUVFBVarldjYWHQ63YSZ7CDTZzqH3R/ffAKq9Jn1z4r90ZWVldjtdmJiYigsLKSnp4eGhgbpueutl7k/mSjYHBwcRKlUBlsq5o5gkDlX9PX1cc899/DWW2/R3t5Obm4uV1xxBevXrz/kYdrS0sLxxx9PUlISX3zxxZgyErvdzoMPPsjmzZtpamoiLS2NCy+8kA0bNsy4+X66CIJAXFwcbrebt99+m1WrVgVEcDkau92O0Wikvv6/PRXR0dFotVqflHD8z+vf8s99E4sfiYQqZHx79+lEhwdP5H1Jd3c3+777jh31A+zukNHnkJEYE8H5Kwo4b3nesJqewwIvnAZt5fM93cDjp6+D6vvzPYtx8Xg81NXVYTQacbmGPV6VSiVlZWVz4rMZxL9YrVYMBoPkPwzDquVlZWXBDeACxuX28KmxjZe/rqa6rR8FHjTxAidkyTlxeZlXlhVBpseGd/W8tK1uynHhIXL23HXarPchYkVJRUUFbvewvkFiYiLLli2bUy9TbxCDTYfDwSuvvMKGDRu4/fbbpcrBIH4nGGQGmT4ej4fjjz+enTt34nK5uOCCC9i4cSNFRUUB8wBxu900NDRQUVGBzWZDoVBIvkoqlconthhbKzu57IVvphx37tJMHr942azuFeRQLBYLO/YZ2PBZKw2DYz9z6bHhvPCzFegOPAzbn5qHGS4AclfDzz+EAPnOigiCQHt7OwaDgf7+fkJCQqQT6bS0NLRabbD/cgHjdDql0lm32014eDh2u13KYpaUlATL2RYgfRYnV7+8i111Y6t7FDKBy1VyrjxRQ15eXrC/1oeYWvs58/Gvphz3k+XZPHzBklndSxAEycvUZrOhVCpxOp243e5ZtR75C0EQ+PTTT1m3bh379u0jNzeXRx99lAsuuGC+p3akEAwyg8wMl8tFS0sLd911F6+88gphYWHceOON3HHHHT5VEZsuYrO62WyWekfVajXZ2dl0dnai1+vp6+sjIiICrVZ7SF/BdBEEgUv//A3bqrsmHBMZpuD/blhDadrcZJkPd2w2GxUVFVTX1vPIdzKaLRO/d/FKBf+S3USG0DaHM1xgJBTAiqtgxdUQOv/iG11dXRgMBrq7u4cFm/7j1+Z2uzGbzdTV1QWVZBcoYnZaLHtOSEhAq9WSnJxMT08PRqORjo4OSfypsLAw4KpjgoyPIAhc8qftbK/pYXibN3ZdlgHXad0sy4hApVKRk5MTMMHIQud3b+3n9V2NE76eEBnKu78+jpzEma+XHR0d4+6fxH7r6upqXC4XiYmJaDSaaYko+hpBEDCZTKxfv5733nuPmJgY1q9fz80330xERETwkGPuCAaZQWaHIAjs3r2btWvX8uWXX5KcnMw999zDr371qzntqREl781mM0NDQ0RE/PdBNnJBEQRBssWw2WwkJCRQVlY2Y/EQ0cZkvEAzLiKU5y47mlVFQU+32eJwOKiqqqKmpga3202lI46n9gxN+Xu/UrzP7aFHqKLsdMheAZe9Dcr5yRD29fVhNBol4ZDCwsJxLQ1GWx8E+/cCn/H6bLVa7bh2JiPFn8LCwigtLSU/P98npvBB/IPT6eSf28pZ+68WJgowRZZmRnKdyoHNZiM6OnpatjZBJsbl9nDf+wY276gfY2VSkBzFs5cdhTp9Zmv7wMAAer2etrY2SZBrvEqw0arfycnJaDSaORdm6+zs5L777uO5557D7XZz1VVXce+995KRkTGn8wgCBIPMIL7C4/Hw9ttv87vf/Y7q6mo0Gg2bNm3irLPO8usDRNzAmEwmqalb9HSabGMinr5VVlbidrvJzMxEq9XOyBBeEAS2V3fxj92NtPTaiAhTcKomlXOXZRGjDJ7Ez4bRasCiGftN71TyddXEGWSRBAbYE34tcllw6ZmSxRfD+c/P6S2HhoYwmUw0NTUhk8nIy8tDpVJNacM0nhKpL0rgg/iWqRSDx0MQBMkUfnBwkIiICMnGJBiMBA4j/RBfMbrY1u5dduirdSfi6G2joqICh8PhExG+IMM091p5a08Tjd0WIsIUnKRO5cSSFORe2paMxG63S9UjAPn5+ahUqilL2W02m+Q97vF4SE1NRaPR+L3CzW638/TTT/PAAw/Q3d3NqaeeyqZNm1iyZEnwczV/BIPMIL7FZrNJX/Senh5OP/10Nm3axKJFi3z6RRcEgdbWVkwmE/39/YSHh1NSUjLtU2+bzYbRaJTU0YKZkcBAVLKbaCNy4qbPqe+yeHWtA+FXESOz+nnGhwFyBVz/DSSX+P1WYtmzWP6anZ2NWq2e9iGP2LsZ9FQMLKbrfToeo1sfYmJi0Gg0c+K7F2RixEMAg8EgZab/Uh3O17XeqXe/ff1qjspNGGNrIx4gJiUFK3/mk9F2M2lpaeh0umkLS1qtViorK6U1Pj09HbVa7XPbGo/HwzvvvMNtt91GZWUlGo2Ghx9+mB/84AfBdWL+CQaZQfxDR0cH9957L88//zyCIEglC+np6bO6rigKYjQa6evrO6RvazZ+an19fej1ejo6OggNDUWtVs+Lz9ORzmhProlKqs58/EtMrQNTXk+OB3P4lYTK3P6c9mGEDNQ/gDU3Q84Kn1/d6XRKFhZut5u0tDQ0Gs2sNh6CINDc3IzRaMRisfhUQTrI9LBYLBiNRikzLR7azUbIZ/SB08heziBzS3d3N3q9nu7ubsLDw1GpVOTl5fHbf3zH/3mhtA7w79+eQHHqfwOW0a0Qc5X5CnIoo33G4+Li0Ol0h/iMzwSLxUJFRQUNDQ0IgkBmZiZqtXrWbgiCILBnzx7WrVvHli1bSE5O5u677+aaa64JJgkCh2CQGcR/CIKA0Whk/fr1vP/++8TGxkrN19MV7BAEgY6ODkwmEz09PX4RhxAD2PLycgYHB4mKikKn0wU3q3PA6J7akYJN4/3vN31s4unPq6e87vfk+3gp7GF/TPnwRqaA856HxRf65HLi6bjoU+uPrMXoYCSYGZk77Ha7lJn2eDwzzkxPxmhV2pSUFLRabTAYmQPG8yYuLi6Wnr3/OnCQ6/62d8rrFKVE8e/fnjjumm6z2aTMl+ihqlarg0rSc0B3dzfl5eX09PQQHh6ORqPxud3M0NAQZrOZxsZhgaLs7GxUKtWMbE+ampq48847efnllwkNDeXXv/41d9xxx5z3fwaZkmCQGcT/CILAJ598wrp169i/fz/5+fk8+OCDXHTRRV5lCru6ujAajXR1dUkPuKKiIr+dVo3sNXE4HCQlJVFWVrZgNjNij+jX1Z04XB6KUqL54ZLMgPTpFMuejUYjAwMDUk/tVDL3zb1Wvrfpc5zuiZaUYQGKl0J/z/cU+/0y98MeeSjc8A0kFc34EqMz07GxsWg0GtLS0vx2cON0OqmqqqK6uhq32016ejoajSa4WfUDo0se5yILNTqgzczMRKPRBJxH3+GA+L+ura1FEARyc3NRq9Vj/Ludbg+nPvbFlC0MG89fxE9X5k46xmKxSMHIbErp5wKb0837+w/ydVUndpebwuRofrI8h9ykhaF6PTQ0hMFgkA4PiouLKS4unlVV2FQMDAxgNptpbm5GJpORk5ODSqXyKvEwODjIpk2bePTRRxkaGuLHP/4xGzdupLi4OJgICEyCQWaQucPlcvGXv/yFu+++m9bWVo499lgeffRRVq1aNe4C0d3djclkoqOjA4VCQUFBAcXFxXPmoSaW9lVXV+PxeMjJyUGj0Yx5wAYShpZ+/uf1b6lsHzzk51FhCn57uopfrMkPiMVYzEwbjUZJSVIse/a2p/b9/S3c/Po+XKPl9P7DTYq3+W3om76c9pHHop/Aec8N92tOg9GKolNlpv2BzWbDbDZTX18/6QY5yPQRDw9MJhN2u91npXXTwWKxYDKZaGxsRCaTkZubi0qlCr6/PsDtdkvCeGJf3lT+tJVtA1zy52/oGLCP+/rlx+Zx3zk6r7//g4ODmEwmKRjJy8ujtLQ0YN7fbVWd3Pjat3QNOQ75uQy4cnU+d/1Qi2IGgjtzgdPppKKigpqaGjwez7ysjf39/ZhMJg4ePDjl++t2u3nllVe48847aW5uZvny5TzyyCOccMIJAbGfCTIhwSAzyNzT39/PQw89xB/+8AesVisXXXQRGzduJD9/OAD68ssvuf322znllFNYvnw5+fn5lJSUTKk46S9G9hmJmdSSkhK/nvbNhOqOQc57+mv6ba4Jx9z2fTXXnDjzzJQvGJmZnm3Z8576bp7dUs2npnbEZWlZbjy/PDaTs765HNoO+Hj2RyDxuXDMdXDMtTBF5YF4eCCK8Yzs25qv/uaRpX5yuZzCwkJKS0uDHowzYDzRF41GQ2Zm5rxt9kZuVsX3t6SkJNiXNQNGW3xN9/Cgrd/Gi1tr+cfuRnosTgBW5ifyszX5fL9sZm0nfX19mEwmWltbJXG+kpKSOTtsHo/9Tb1c+Nx27C7PhGN+tjqfDT/SzeGspkb0qjWbzTgcDpKTkykrK/O5GM906O3txWQy0dbWxubNm1Eqldx///3k5eUhCAJbtmxh7dq17N27l+zsbB544AEuvfTSoJL4wiAYZAaZHwRBoL6+njvuuINXX30VpVLJz3/+c4xGI1u2bCEkJISbbrqJ+++/P2BOLnt6eigvL5dED/zRtzAbrnllNx/r2yYdE6qQseO2U0iKnvsH9MiHiZiZ9tVmsGfIQeegndiIUNJi/3MYMdQF71wDVZ/M+vqBjNGTw2b3aez2lOJCgVrWwKWKT1klN+DTj+ainwz3aU4QLHZ3d2M0GiVbkZKSEgoLCwPmMKa7uxuDwUBXVxehoaGUlpZOK3N+pNPZ2YnBYKCnp4ewsDBUKlVAiaON/vzNRNF2tlS0DfDy9jq+qOjA5vSQnxTJRStyOXtJBuEhgf05a29vR6/X09/fT0REBBqNZsaVBx6PQL/NiTJUgTLUN3/3yPdXLO0sKiqal8OiK1/cyRcVHZOOkQFf3noSOYnzXzortqXo9XqGhoaIjo5Gp9P5tW1hunR1dXHOOefw9ddfEx4ezvnnn8/Q0BDvvvsu0dHRrFu3jltuuSUgy6aDTEgwyAwyvwiCwBtvvMENN9xAZ2cncrmcE044gSeeeIJFixbN9/TGMPokPzY2Fp1OR2pq6rzOq63fxqqNn44xYh6P289S86sT5i6bOTAwgMlkoqWlBZlMRn5+PqWlpXOXmW43gvE9sPVBdBqUngH/311Q+fHc3N9PCAL80X0+j7suGPf1H8i384fQZwjzpbLuj56Coy4/5Ef9/f0YjUYp0xDImSRR3MtgMEib6aAH4+T09/djMBikw6H53NxPxXiZ9NLS0jkJhv+6rY4N7+rH3eToMmP56y9WkjwPh3tTMVpZPdAPX8Q2i56eHp+py0+Hll4rq3//mVdjbzq5mN+ervLzjCZnpKdwWFgYarV6XitLpuK1115jw4YNVFRUALBkyRJeffVVtFrtPM8syAwIBplB5o/a2lruu+8+Xn75ZQRBYM2aNVIpZVlZGZs2beKMM84IyM2fx+OhtrYWs9mM0+kkNTUVnU43b+IiWys7ueyFb7wae/6yLB67aKmfZ3RozxRATk4OarV62srCfuPgd7D/HzDYBsp4yD0W/n0v9DWMO3xYSihweNV1Mre7rmb8mQ3/7FLFv3kg9EXf3TQuGy75B6TpFnRPnFgWaDKZJA9GrVYbUCf7883o93fOD4dmwVz3BH9qbOOqv+6edMzReQm8ee34+gPzgdVqxWg0Su+vWEYeiIdDoxEEgba2NoxGo+STLQrG+Ts43lbdySV/8u5Z+8PFGTx1yVF+nc9EjHx/F0KbgN1u57nnnuP//b//R1dXF8ceeyyDg4OUl5cTHx/P2rVruemmm2ZtfRJkTgkGmUHmnsbGRu6//35efPFFXC4XF154IRs2bECr1WK1WnniiSfYuHEjfX19fP/73+fhhx9Gp/NeMGAucTgcmM1mSX0vPz8flUo15xux7dVd/PRPO7wae8HR2Txy4RK/zcVms0nqj770xZoTrD2w+y+w92XoqUUIUTKYugLbQDcpA/r5np2ES5Bzgv1xWpjMK1BAgYdt4TeSJuv16f2HkhazO/UiepU5ZGVloVarF6S6p9vtpra2loqKCpxOJ0lJSWi12iNaCt/hcEheph6PZ0G/vx6PRzpM8Ke68fnPfM3ehqm/Y6/98lhWFc2vpc5oQbusrCw0Gs2CLEMUPXJNJhNDQ0NERESgUqnIycnxW6ZuT30PP352m1djf3xUNo/+xH/P2vFwuVzS++t2u8nKykKr1QbO4e4oPB4P7733HuvXr8dsNlNaWsrDDz/M2WefjUwm48MPP+Suu+7i22+/JSkpifXr13PDDTcE7N8T5BCCQWaQuUUQBBYtWoRer+ecc87h3nvvZcmSsYtwW1sbGzZs4E9/+hMAv/zlL7n33nvnvSx1IgYHBzEYDBw8eBCFQkFpaSlFRUVzVnLUb3Oy8oF/Y3NOLEQg8tCPF3HRisll5GeCuDmtra3F7XaTlpaGWq1eMNYvY/B4QCYDmQyrxcLBL/9KpOE1EoeqkctBnrkMeeZi+OZ/weOc06l97dZxqfMOr8beEbKZX4Z86LN7i3lTtyICy0/eIEZ1vM+uPV+M3nhnZGSg0WgWxsGIjxC9TCsqKnC5XCQnJ6PVaklISJjvqc2a0YcJvvRQbey2cPzDn3s19qLlOTx0weJZ33MmjBZ9SUpKQqfTHRbvr3iYYDabsVqtREdHo1ar/SJIZXO6WbXxU0nYaDIev2gp5y7L8un9J0IQBBoaGjAajdjtdhITE9HpdAF7YCYIAvv27WPdunV8+umnJCUlceedd3LdddeNEXUSBIH/+7//4+6776a8vJybb76ZP/zhD/M08yDTIBhkBpl7Pv30U2JjY1mxYsWk4wRBQK/Xs27dOj766CPi4+O57bbbuPHGGwO2JK+zs5Py8nL6+vpmLZ4wXW57ez+v7WycdExcRCg7bjuFiDDfBb9Op5OamhrJKy8pKQmNRuOTDVygMbI/TRIXiXEQsvt/ofxtcAxCeByUnQ99jVD1b7/M4233cfzWeb1XY69SfMhdoZv9Mg/SF8E1X+FbhaH5w2q1SrYnoqz+fFQmzCWjs31xcXFotVpSUlICsnpkNoz2UE1LS0Oj0cxKXXNvQw/nP+NdZusUdSov/Gzy556vGa0jEIiiL77C7XZTV1dHZWWlZK2jVqt9/rc+9JGJZ7dUTzomJSacretPmhPBp5GiTZGRkeh0OjIyMgL2/W1ububuu+/mpZdeQqFQcP3113PnnXeSnDxZZc7wWvXGG2+watUqcnN9f1AexOcEg8wggY8gCHz00UesW7cOvV5PYWEhGzdu5IILLgjI5nVBEGhqasJgMGCz2YiPj6esrMzvQVf3kIMLnt1GTefQuK8rZDKeuewoztCl++R+YnagsrISh8NBfHw8Go3msNycjqajowO9Xk9fXx9KpRK1Wk1uTg4yjwsUocNBl8cDB96AXX+Cpl3DvxifB0WnwHevgcs64/t/4j6KXzrXejX25pA3uTnk7Rnfa0qu+gRyVvrv+j6ksm2A975roWvIQUJkGD9ckoE6fWwf9cDAAAaDgdbWVsm2qLi4OGD7mWaCqDhpNBoZGBiYtG+xc9DO23ubqOkYIixEzpriZE5RpxKiCLz11xtGl/RnZ2ejVqtnVDJa3THIKY9+4dXY84/K4rGf+L8fXqSrqwu9Xk9PTw/h4eHDmImxlAAAIABJREFU61RubkA+N32Jy+WSDj7FzLVGo5kyiPEWm9PN5S98w666nnFfjwhV8NLPV3BMoX+f+f39/ej1etrb2xeEaNPQ0BCPPfYYDz/8MIODg5x77rn8/ve/p7S09LDfMxyhBIPMIAsHp9PJCy+8wD333EN7ezvHHXccjzzyCCtXrgzIBUo0tK6oqMDtdpORkYFWq/Vrb1PnoJ373jPw4YGDuEZIzWoyYrn9LDXHl8zeLN3j8VBfX09FRQU2m42YmBg0Gg3p6TPzQQtkHG4Hdf11eAQPuTG5RIb+tw9E7AcyGo1YLBZiY2PRarWkpqaO/T+4HOBxQWjEcADapoctvwfTByD8R/01JhMKTgDDO+Aa39BcZEgI5xj7MwwyWUZ/uLD1X2Hr0cgnz3DPitPvh9U3+u/6PqDf5uSWf3zHJ4axFj8nqVL4w0VLiY8cK3jS3d2NXq+nu7ubsLAwSak0UDdx3tLV1YXBYJjy7xIEgcf/XckzW6pwug99fGfFR/DkJcs4KnfhllsODQ1hMploamqaceZaEAS+/8evMLUOTDn2xZ8t52R12mym7BWj2zeKi4spLi4OGDuhuWJ05jolJQWNRuOTEmGb082Tn1Xy2s5GuoccwPCO+hRNKr85rRRdpv+8J+12OyaTibq6OmQyGQUFBahUqoAVbfJ4PPztb3/jjjvuoLGxkWXLlvHII49w0kknHXZ7hiCHEAwygyw8+vr62LhxI3/84x+x2WxceumlPPDAAwHlWTkSm82GyWSSSvDm4oHQ3m9jV10PDrebwuRoFmfHzfp/Iypyms1mLBYLUVFRqNVqsrKyAvL/PhuGnEP8af+feLvybXrsw6fVSoWSHxb9kGsXX0ta1H83iqP7vZKTk9HpdN71og51Qk89hIRDihoUIcMB6NdPgP4dcNsBGRSfCgn5w1nR/7DR+VOed5/NZLq3x8kPsDls48z/Ed5w6r1w3M3+vccscLg8XPKnHeyuHz/rALAkO46/X7NqXE8/MeNnMBgYHBz0u1KpPxlpN+NNhvbR/8/Mk59VTXi9yDAFb1+/etxs8EJi9P9FtOHxNnP9zrdN/Obv3006pjQtmn/9zwko5P77zIjBR319PYIgkJeXh1qtPqzLvb3BbrdLegEej4f09HQ0Go1P1OBtTjem1gHsTjf5yVH/9Wn2A+LBdWVlJS6Xi/T0dHQ6XcCKcgmCwNatW7nlllvYtWsXmZmZ3H///VxxxRUL/qAuiFcEg8wgCxNBEKirq+O2227j73//OxEREfzmN79h/fr182YjMhWjS1tUKhUFBQUBX7ok9vSYTCYGBgZQKpWoVKrDtuyq39HP1R9fjbHbOO7rqRGpvHTmS+TE5hzyc4fDQUVFhbSRyc7ORqPRzFwFz2kDWy+Ex0DYf8r4ar+E7U9Dxcc4BDnXOG/hc49YfndosFkia+LVsPtJkfXP7P7ectlbw0FwgPLWniZueWPyAADgwfMWcckxE/f5LOTeRavVislkoqGhweuMXWufjTUPfYZ7CvPdUzWp/PnKue0z9BeihVZXV9e0PBgFQWDTx2aemaBPLzshglevPpbcJP8oYrpcLqqrq6W+eF8GUYcTYs91Q0ODVCatUqkCNkgTEatmDAYDVquVuLg4ysrKfFb+62sEQaC6uprbbruNN998k8jISNauXcu6desC/n8dxKcEg8wgCxtBENi2bRtr165lx44dpKenc9999/GLX/wiYE/K2tvbKS8vZ2BggKioKLRabUA26YvG9Uajkb6+vsOqXHAy7th6B+9WvzvpmMXJi9l81uZx37ORJXh+8ydzDIF9AFdoLG/s7+Tl7fUYDw4Hk1nybn4q/4QrY/YQs/hsyF8D7/0PWLrGXEaQKZAJ7pl7gCbkw43fQgAfNlzw7LZJs5giZVmxvH/j1Eq5C0mFdTaquU9+Wsmjn1RMOU4GbL/tFNLjDo9smbjuGQwGyYPR217GrZWdvLStli8rOnG4PeQkRnDxilwuPSZ33HJsX8y1oaFBOviIj49Hp9MFbPARKAwODmI2m6Uy6UD2+O3q6qK8vJze3l6USiVarTagqyh6enp44IEHeOqpp3A4HFx++eXcf//95OTkTP3LQQ43gkFmkMMDj8fD3//+d2677Tbq6+tZsmQJmzZt4tRTTw3IxVgQBOrr6zGZTNjt9oCTkx/ZsyWpqBYV+b2np73fRp/VSWJUGEnR4VP/go/psnZx2pun4fTCkuRvZ/2NxSkT2xH09PRgMBjo7OyUAnR/Zq6H7C7cgkBMeMjwyj7ycz/YAXtfgv3/gMF2PMp4OlLXcCBkKeqDb5HdM47HquL/Z+/Mw5uq1v3/TUc6l07pQOc2zd4pggJyhAMi4KxXvc7neHHAEQeOUspQsMxTq9cjP/WgOKOiggeOouARQUA9FAWBZifpPM9TkrZpxvX7w5ttG2jplGQnXZ/n8Xkk2d1Z7c5ee73rfd/v1+f3PlLSjy2OyBP4y6dA+rV2+G1Gj8vWHIKmx3TJ43y8PFC04cZBn1fIfpKj4f+5ePcZ7P+tblDHfvzodMxIc6/AxrbnOiAgAAzDDMoWgxACC4HdSmOtgbBcLudFmxiGcfnWhWatHsVNWniKRGBjgxE0zr5CW73LpD08PJCUlASJRHKBhYYzsO2rTU9Pd8gzeLgYDAa8+eabWLt2LVpaWjB79mzk5+dj6tSpLv2dpIwIGmRS3Ivu7m688sor2LJlC7RaLW655RZs3boVDMMIcqKzFSYYcYnlCOno6IBCoUBTUxPfm5SWlmZ3QYFv5Q1481hZn4zTbEkknro61aHm5QcrDmLpD0sHdeyiSYvw1OSnBjyGEILGxkZwHMcvBlmWtYt/22CwLenlM1uaYuD0+0BLye/9oSlXA5f/D1B35vcsqNpGOCgoFrj1FUByvcN/h6EyZf2/0fp/whwDEeDjCfm6G4Z8/u7ubiiVSlRXV0MkEiEpKQkZGRlOWaha+6aVSiV0Oh2CgoLAsuywLByWfHYWe0/XDOrYz564ClcmC9OPb6RYhc5UKhVvi8EwzMUFvhxAR0cH5HI5WlpaXEJRdDCUt3Qh/5AKh+QNvGCdv48nbr88DlnXZSAswL7Pn/b2digUCjQ3NztdTdo6R5eVlblEXy0hBF9//TWWLl0KhUKBtLQ0bNmyBXfccYdbttNQhgQNMinuSX19PdasWYOdO3fCw8MDTz75JF588UVERo5cXdUe6HQ6cBzHl1impqYOSXhipGg0GiiVStTX1/M7uunp6Q55sL12pAR5h1QXfc9DBGy98zLcPdUxpTb7SvZh9Y+rB3Xsw5kP44UpLwzqWGs/n9Uo21G2NlZse7aGVOJpNgEl/wZqfvn937GXA5IbfhcpcgGe2vUrvilsuORxc6VReGcEHoa9PVStip6pqakOuYdtSzz9/PwglUoRHx8/7EDo81+qsXTPuUseF+jrhZMr5yHA1zW+D8PFaothFV0ZTnZ4JHR3d0OhUPQpw09PTxesouhgUTVoce+On9Ghu3j1SEpEAD578ipEOKCypaWlBQqFAm1tbfD29kZaWhpSUlIckj20WCwoLy+HSqWC0WhEVFQUZDKZYPtqCSE4d+4cli5din//+98YP348cnJy8PTTTws2IKY4HBpkUtwXV5wEOzo6UFhYiNbWVof4mtlK+MfHxyMjI8NhmdT/lLXivjcvUqrZC0+RCP9+YTZSIu1fhvhLwy94+NDDgzp29Z9W456Me4Z0fmuwV1xcDLPZjOjoaLAsO6geueFgNpt5uxlrcGvNwowVfi5txf1vDfwdA4B3H56GazJG/ndpaWkBx3G8N6G1j9le93BbWxs4juPFakYrs9VjNGPG5u/R1j1wFvjhmUnIvVU2os9yJWzLpO0tsmM0GvnM1qgIigmIwdq/3DopFtvvv9xhY+qtReDr64v09HS7aRFYhfU4jkNXVxeCgoIgk8kgFtvf6ma41NfXIzc3F2+//bZLbOJTnAYNMinuDyEEBw4cQHZ2Nl/OsXnzZvz3f/+3IMs5rJYJcrm8z0NnNMuzdDodioqKeKl7Z/WTPfHhLzgkv9C70BZHLWQtxIJb/3krqrRVAx43znMcDt9zGME+w1tY9vT0QKVSobKyEgCG5c83EIQQ1NTUQKlUoru7G4GBgWAYRpACU45g3Zcc3vmxvN/3/zo9ARtuzxy1v43twnEo/XyDRavVQqFQ8NUH9hCY+qGoGY++f+oCj0wrbEwwPn3iT3bvnRMitnNofHw8pFLpqAV/ZrMZFRUVfGZrSNZILsLJslbce4lNRgDw8hDhp+VzEWVHexBbCCGoq6uDUqlEZ2cn/Pz8kJGRgfj4+FFbN7S3t0MulztsU3mkWNuRtm7dCo1GI/h2JIrToUEmZexg25h+9dVXIy8vT7CN6bblM5GRkZDJZAgJGb7J88X8wqRS6YjOOVwIIchYfRAGUz/CMr1IDPfHD0uvccCogG8rvsWSH5YMeMwzk5/BE5OeGPFnabVacBzH+/ONVNzBukGhUCh4uxlr2aRQFy6OgBCC93+qwI5jZahX9/Cvi4N98disFCz8c7Jd5gCLxcKrf1ozyVbbk+HSe4OCEIKEhARIpVK7KWP+UtGGbYdUKChv41/z9/HEf18Rh+wbpAgegwFmbzo7O6FUKlFbW8v7II9EPMYa3HAch+7ubrtsMgqFl79V4dUBfFh7s/3+y3HrpFg7j+hCLBYLv2Gn0+lGxR/atvTZ0e0xQ8VisWD37t1YuXIlKisrcdlllyE/P1+wwooUwUCDTMrYwyqxvX37dhiNRl5iW6iy4KMhBGA0GvmePLPZjIiICDAM47B+oothMluQlvPNoI6NDPLFqRzHeTF+UfwFNv5nIwyWvqWCIoiwcOJCPHf5c6P6XWlpaYFcLkdHRwd8fX3BMMyQA8PeZZo+Pj68x58rC4KMNiazBb9UtqOty4BQf29MSwqDt6f9g2/bntioqCiwLDukzR1bkTBHeyGWNneivLkLPl4emJwQOuaDS1tsRdOGIx4zGvOAK7H5GwV2/FA2qGPz756Eu6ZMsPOI+se29SA4OBgMwwxJVMvWUkjopc8Xs4hbv349HnroIcGq3FIEBQ0yKWMTQghKSkqwcuVK3ix4yZIlyM7OFoQFwcXo6uoCx3Goq6sbdNbLZDKhvLwcxcXFMBqNGD9+PBiGEUzvxFWbD/fJLPXHFQmh+GLRTAeM6A9ada34Z8k/8VvTbzATMzLGZ+BOyZ2ID7KPCNHFMhiDUQZVq9XgOG5Ei1uKY9Dr9by6r9UM/lKLTGvZZFFREQwGA8LCwsCyrMNEoyhDYzibPaNd0eAqfHaqGtl7Ly0uBQBfLJqBKxKcb/E1nGeqbUWD0CzLbCGEoKKiAitWrMCnn34KPz8/PP/881i2bJlghYgogoQGmZSxDSEEx48fR1ZWFk6dOoXY2Fhs2LABCxYsEGwGyNac2brb3TsQsVgs/MJ0uLuujmCw5VJb/nsi7rsywQEjcj6D7cUa7TI9iuPoLbjVnz+frU9jYGAgWJZFdHS0oO5hyoUMtmzd3r3ZQqdLb8KVm75Dl9484HHS6CB8s3iWoL73g60Oamxs5P1MAwICwLKsoHvj1Wo1Nm3ahFdffRU9PT3461//io0bNyIhIUGwY6YIFhpkUijA70HZRx99hJycHFRXV+Pyyy9Hfn4+rrnmGkFOrNYFKMdx0Ol0CAkJQWZmJsLCwlBdXQ2VSjVq/SP2pKVTj5tfPY5Gjb7fY9KjAvGvZ/4MPx9hBv32oj9VSZFIZFfBEYrj6J2F9vLy4i0T2tvbwXEc1Go17at1YfoT4IqMjOTtUByhMi1k3jlRjnVfcf2+7yEC3nloGuaMgvKzPdDr9SgpKemjNiyVSiESiVBYWIjm5mZ4e3sjIyMDycnJgr2HjUYj3n77beTm5qKpqQkzZ85Efn4+pk+fLsi1A8UloEEmhdKbrq4uvPzyy9i2bRs6Oztx2223YevWrZBIJIKcaM1mM8rKyqBSqWA2m+Hp6Qmz2WwXJTx7UdKkxcPvnUJ1m+6C99iYYLz90FTEhNhH1MQV6C0SAQAikQiEEIf35FHsR3NzM+RyOdRqNX99vby8kJ6e7jCfPor9sPbzKZVKGI1G/hqPHz8eMplsTJc+E0Lw1vEy5B1SXaBiHDTOC1vvvAw3TYxx0ugGj1VtuKKign9NJBLxqs9C9TMlhODQoUPIysqCXC5HSkoKNm/ejLvuukvwaweK4BnWopk+7ShuS0BAAFavXo2FCxdi9erVeO+99/D1119j0aJFWL16teAWAx4eHggKCoK/vz+0Wi3M5t/LjsRiMaKjo13iIZEWFYTvXrgaBwsb8PX5enR0GxER5Is7JsfhGmkUPD2EF9w7Eh8fHwQFBcHLywsmkwmEEHh6eiI8PBwBAQHOHh5lFPD390dAQADUajWsm7g+Pj4IDAwUbNk+ZfB4eHjA398fvr6+MBqN/DX28PBwiTnanohEIjw+OxV3XjEBe36tgaJeAw8PEaYmhuG2ybEI8HWNJae3tzfGjRvHb/QCvwdwRqMRJpNJcEEmIQSFhYXIzs7GwYMHERISgq1bt+LZZ5+1m1I1hTIYaCaTMiYghODMmTNYunQpvv/+e4SHh2PVqlV46qmnBNH31tLSAoVCgba2Nnh7eyMtLQ1RUVFQKpVobGyEl5cXX6JDF6quh8ViQWVlJVQqFfR6PUJCQsAwDAgh4DgOWq0W/v7+YBhGsOXQlIHR6/VQqVSoqKjgS58lEgmampr4furx48eDZVlEREQ4e7iUYWAtfW5paYGPjw8kEgliY2NRWlrKW0nFxMSAYZgxWS7r6hBCUF1dDYVCgZ6eHoSGhiIzMxPe3t5QKpW8j21iYiIkEokg+m0bGxuxZs0avPXWWwCAxx9/HLm5uRCLxU4eGcXNoOWyFMqlsFgs+Oqrr5CdnQ2VSoWMjAxs3boVt956q1N2odvb26FQKNDc3NyvmmhTUxPkcjk0Gg38/f3BsuyoGsFThgYhBKcq2nFU1YRugxkJYf64bXIswgMv3Kyw9tsqlUp0dXUhICAADMP0uX6EEF6t0LqwkclkNBBxEWxFQ8RiMViW7VP6PJhjKMKlu7sbHMehtrYWHh4efNlk73lap9P1Ef4ZyPO022DCl2fr8GtlO8wWgI0Nxp1XxCHUX1gZsrFES0sLCgsLoVar4efnB5ZlL9jws7W2SUlJQVpamlMymzqdDq+++io2b94MtVqNG2+8Edu2bYNMJqNrA4o9oEEmhTJY9Ho9duzYgXXr1qG1tRVz585FXl4eLr/8codM0BqNBgqFAg0NDfDw8EBycjLS09P7zapaAxGFQgG9Xo+wsDDIZDKnemOORcpbuvDMx6chr9P0ed3bU4THZ6dgybUZ8PD4vUerqakJHMdBo9Fg3LhxyMjIQEJCQr+bGbb+izQQETa22enBZCl7enr4Xi8q9CR8rL7G1izlYK6XVquFUqlEXV3dRef2g4X1yN5zDpoeU5+f8/XywPIbpXh4ZrJdfydKXzo7OyGXy9HQ0MD3Tqempg5YMdTa2gqO49DW1tZH5MsRVlMWiwWff/45VqxYgfLycmRmZiIvLw/XX389DS4p9oQGmZS+aDQa5ObmYu/evWhqakJCQgIWLFiAZcuWDWkyNBgM2Lx5M3bt2oXq6mqIxWLcfffdWLNmjWB9KAdLa2srNmzYgNdeew1msxkPPvgg1q9fj7i4OLt8XmdnJ1QqFWpqaiASiZCQkICMjIxB902YTCaUlJTwGZG4uDiwLEsXqQ6grkOH2177Ec3a/tVzF/45GYuuEkOhUKC1tRXe3t68t95gBV9syy4TExMhlUoFUZpF+cMDVaFQ8NnpoVoZ9LassWbG0tPTBdfrNVYxm80oLy9HUVERjEYjIiMjIZPJEBISMuhz9K5SsQYi1aYgPL7rDCwDrJ423J6JB/6UOAq/BWUgDAYDlEolP88mJSVBKpUOun3GupGoUCigVqv58umkpCS7tLQQQnDy5ElkZWXhxx9/RFRUFNatW4eFCxe6vJgYXau6BDTIpPyBRqPBzJkz0d7ejt27d2PKlCk4ePAgFixYgFmzZuHLL78c1ERoNBpx44034tSpU9i1axfmz5+PgoIC3HfffYiJicHx48ddXrCEEIKioiKsWLEC//znPxEYGIilS5diyZIlo/a7WUupqqqqeOP2jIyMYU98Op0OCoUC1dXV/ZZvUUaXFV+cxycFVZc8LmeyCTGBIy+l6uzsBMdxqK+vh6enJ9LS0pCWlubyCwpXprm5GRzHoaOjA76+vpBKpQNmpy9F7x4/Ly8vSCQSpKSk0L5rJ2HrZxocHAyZTIbIyMhhZ4ms35n29g5sPeeF+u6Bjw/x88Z/VswbczZPjsJ2A2GkFSOEENTX10OhUKCzs3NQVStDPX9VVRVWrlyJjz/+GOPGjcPixYuxYsWKIW16CBW6VnUZhjUBeq5Zs2a4HzjsH6TYn6ysLHz11VfYvXs35s2bB29vbzAMA19fX7z++usQi8WYNm3aJc/zyiuvYMeOHXj55ZfxwAMPwNvbG0lJSUhOTsarr74Ko9GIa6+91gG/kf0QiUSIiIjAPffcgzlz5uDXX3/FJ598gg8++AARERHIzMwc9sNCr9dDoVDg9OnT6OjoQHR0NKZNm4bk5OQRZS28vb0RExODmJgYaLVa1NTUoLKyEp6enggJCaFlM6NMl96EFz47C9NAKYj/Izw0GI//12zExMSMKFjw8fFBXFwcIiMjodFoUFNTg6qqKnh5eSE4OJheYweiVqtx5swZKJVKmEwmSCQSTJ06FWFhYSO6Dn5+foiPj0dYWBjUajV/jb29vek1djDNzc04deoUysvL4enpiczMTEyaNAmBgYEjug4BAQFITExEVbcHPjnbdsnj9SYLUiMDwMTQMvnRxFqBUFBQgLq6OgQGBuKKK65ARkbGiMT/RCIRgoKCkJycjICAALS2tqKmpga1tbUjvo81Gg3Wr1+PBx54AGfOnMF9992HL774AnfddZfbVLbQtarLsHY4P0QzmW6IVqtFVFQUxo8fj9ra2j4TXGtrKyIjI5Gamori4uIBz0MIQUJCAhobG9Ha2tpHLc/aM2YwGNDc3Ow2Ex7w+07nhx9+iFWrVqG2thZTp05Ffn4+Zs+ePeiHhdFoRElJCUpLS2E2mxEZGQmGYTB+/PhRHy8hBI2NjZDL5ejs7ERgYCBkMhnEYjFdpI4SygYNbnjl+KCOnS2JxAePXDmqn2/dLec4Dl1dXQgMDATLsoiOjqbX2I709jUViURITk6GRCKxiyK1bRYtKCgIDMPQa2xnNBoNOI7jVbzt5Wf66akqLNt7flDHPn1NKpZeLx3Vzx/LtLW1QS6Xo62tDb6+vmAYBgkJCXa5r6y92kVFRejp6RnWfWwymfDuu+/ixRdfRENDA6666irk5+fjqquucqu5gK5VXQrqk0n5ne+//x49PT2YPn36BRNSeHg4JBIJVCoVioqKIJFI+j3PuXPnUFNTg8mTJ18gx+7l5YVp06bh0KFDOHbsGK677jq7/C7OwNPTEw899BDuuusu5OfnIz8/H3PmzMGdd96JzZs3Iy0trd+J3mQyoaysDCUlJTAajQgLCwPDMHZVChWJRIiOjkZUVBQqKiqgUqlw8uRJPgvrDiU1zsZrCP6ennZYA4hEIsTGxiI6Opq/xgUFBQgPD4dMJrPL5sVYRq/X8wI9FosFEyZMgFQqtWu5lUgkwoQJExATE4OKigoUFRWhoKAAYWFhYFlWcL6+rk5PTw+USiUqKyv5DYSRZrUGwsdr8NUw3p5j229ztOitCuzp6YmMjAy7txxYxZ4SEhJQXl6O4uJiFBQUIDQ0FAzDDFh6TQjBd999h6ysLJw7dw6JiYn4+OOPce+997qlBytdq7o/NMh0Q86f/323NCkp6aLvJyUlQaVS4fz58wPeuIM5j/U4d7xxAwMDsWbNGixcuBCrV6/GBx98gC+//BLPPPMMcnJy+ii7dnV14cMPP0RSUlIfH8SoqCiH7TxaezPj4+NRVFSEsrIyHD16FPHx8WAYhpoyj4DE8ABEBvqiubN/0R8rVybbLxjofY2Li4tRWlqKY8eOIS4uDgzD0J6TEWKr8BsVFQWGYRAaGuqwMVitjBISEvhqiBMnTiA6Ohosy1L/xRFiaycTExMDlmXtLgwyPTkcHiIMKPpjZUYqtS8aCUajkX8GWlWBHf0MtPbRJyYm8hvPP//8Mx/g3nzzzfyxhBAoFApkZ2fjwIEDCA4OxqZNm7B48WK3FvWja1X3hwaZbkhDQwMA9JvdsC6YGhsbHXIeVyc+Ph7vvvsunnnmGWRlZeHll1/GBx98gBdffBEPPfQQXn/9deTn56OlpQX/7//9P9x+++1O9bH09vaGTCZDUlISLw5UV1dHhWOGicViQW11Fa6MMOBA58DH+nh54J6pE+w+Jm9vb7Asi+Tk5D7X2JqNoSqlQ8NisfBepdZNIqvgi7Ow9iYlJyfz/osNDQ1ITEwckiI15XcuZjmTmZnpMBuo2FA/XMuKcUg+8PMyzp9A1FKKzkgfqog5RKzXWKlUwmAwICIiAjKZzKGbRLZ4e3sjIyMDycnJKC4uxpo1a7Bnzx5cddVV2Lx5M1iWxdq1a7Fjxw5YLBY8/vjjWLt2LaKjo502ZkdB16ruD11tuiE6nQ4A+lUatS5Au7sHlrkbrfO4AyKRCFOnTsX333+Pffv2YdmyZXjuueewdu1atLa2QiwWIz8/H4899phgFvgBAQGYOnUqUlJSUFhYyNti2LMfxZ2wtaq4MckP5TpvcI39f9833p6J8ED7lNtdDD8/P1xxxRVITU2FXC5HWVkZqqqq7K5SajJb8L2yCft+q0WTRo9gP2/ckBmN/5oUi3HerqOKadvrGhAQgIkTJzp1k8iWcePGYdKkSUhJSYFCoUBlZSWqq6twJss0AAAgAElEQVSRmpqK9PR0l1KUtlgIjpe04LNT1ahq68Y4bw/MyYjCPVPjERlkn/uGEIKGhgZwHIfOzk4EBATgsssuG5LlzGix/rZMKOq1qGq7+BwSPM4LWbNCUVdXh/r6+iFbXI1VbHUJAgICMHnyZEH1M/v4+EAmk2Hbtm3w8vLCnj17MGfOHIjFYjQ2NuK6667Dtm3bcNlllwlmzPaGrlXdHxpkuiHWB5LRaLzo+waDAQAuWYYxWudxJ0QiEby8vPjmcY1GA5ZlERsbyyujCY2wsDDMmjULdXV14DgOv/32G8rKypCZmenUTI1QIYTwtgNqtRq+vr6YOHEikpKSMOcaCzZ/rcDe0zXoMVr4n0mPCsTS6zNwncw5u88hISGYMWMGmpqaIJfLwXEcysvLwTAMJkyYMKqLlkZNDx557xTkdZo+r3+vbMLL3xbh7YemQhYr/D7glpaW/7OWaIePjw9/jYXa+xQUFIQrr7wSbW1t4DgOxcXFqKiogEQiQXJysuBtT7Q9Rjy561f8WNLa5/VTFe3Y/n0xXrl3Mm7IjBnVz7T+rVpbWwVxjaOCx2HvUzOw7aAS/zpbB73p9znEUyTCfDYKy26QIiUyEBqNps+GAvVR7R+1Wo3CwkK0tLQI4hpfisTERNx5553gOI73RPbw8EBMTMyYU5Sma1X3hwaZboi1zKK9vf2i73d0dAAAxGKxQ87jDhBCcPjwYeTk5KCgoADjx4/H1q1bce+99+Kll17CG2+8gSlTpuCRRx7BunXrEBMzuoulkSISiRAXF4fo6GiUl5dDpVLhp59+glgshkwmo31e/0dbWxsUCgXvW8gwTB+lyUBfD2y8YyKyb5DiZFkrdEYz4sP8cXl8qCAWB1FRUYiMjER1dTVvnVNaWjpqpZ89RjMWvF0AVaP2ou83aHrwP28X4OvnZiE6RJgqfr3VRK1iIKmpqYLcILoYYWFhmDlzJr+hYM1gS6VSxMfHC+J7aAshBE9/fOaCANNKj9GCZz4+g0+f8MWUxJGXr3Z1dYHjONTV1cHDwwPp6emCyfpGBvki7+5JyLmZAVengZkQSMRBEAf/cb8EBwdj+vTp/HxUUlKCiooKuynfuiI6nQ5KpRJVVVXw8PBAWlqaoL2iCSH45ZdfkJWVhWPHjiEyMhK5ubmYNWsWNm7ciPfffx8ff/wxHnvsMaxatUpwawh7QNeq7g+dqdyQiRMnAgDKy8sv+n5FRUWf4+x9HlenvLwcCxcuxJEjRxAYGIgXX3wRL7zwAq/a+ve//x1PPfUUli9fjp07d+LTTz/FsmXL8Pzzzwtu58wqRhAfH8+XzzY1NSExMRFSqdRuyopCx5o5aGho4BcsA2UOQvy8nZa1vBQikQgJCQmIi4tDaWkpiouL8dNPPyEqKgoymWzYpuMA8NW5+n4DTCttXQa8+1M5VtzIDPtz7EF3dzeUSiWqq6v72JHYQ9K+tkOHfWdqUdehQ6CvF+azYkxNHD9qAaBIJIJYLEZUVBSqq6uhVCpx5swZlJaWgmVZhwqODYbTVe04VtQ84DEmC8H270vw3sPDt/8xGAxQqVQoLy/nbQ2kUqkgy01D/X0wI21ggZ+wsDDMmDGDr6xQKBQoKytDRkYGEhMTBZutsycmkwklJSW8cFNsbCxYlhWs6BkhBDU1NcjJycGuXbvg4+ODrKws5OTk8L2Cn376KZYvX45Vq1bh9ddfx7vvvotnn30WmzdvdutrTNeq7g/1yXRDtFotIiMjERYW1q/3UEpKCkpKSgY8DyEE8fHxaGpqGtPeQ2q1GjKZDPfddx+WLVvWb0bImu3MysrC2bNnkZCQgE2bNuH+++8X7INCq9WC4zg0NDTAy8vL7r18QsM28HDHHiirHcdoLLzv3fEzTpZf2lA+LMAHv66aL4hAx2AwoLi4mFeajIuLg1QqtYuoisFkwdov5fikoOoCFdHLJoTgtb9cgfiw0d94MpvNKC8vR1FREYxGI8LDw8GyrMNEbS7Fii/O4ZOC6kseJwJwcuU8RAUP7XliNptRVlaGoqIiXhWYZVm3sm+y7RH39/eHVCod9XJ4oUII4cW5enp6HC7cNBy0Wi3y8vLw0ksvobu7G3fddRc2b96M1NTUfq/Zjz/+iJycHERERGDPnj0OHrFjoWtVl2JYk4wwV76UEREUFISFCxeivr4e33zzTZ/33nvvPRBC8Le//Y1/TaPR4JZbbsGDDz4Is9nMvy4SibB48WIYjUZ8+OGHfc6zf/9+tLW14YknnnD7mzYkJASlpaXIz88fsORQJBJh/vz5+PXXX7Fz504YjUY88MADmDFjBn788UeMYEPHbgQFBWH69OmYMWMGAgICwHEcDh8+jJqaGkGOd7TQ6/U4f/48Dh8+jOrqasTGxmLu3LmYPHmyWwWYAPie0rlz5yI2NhZVVVU4fPgwFApFvz0s/VHTrhvUcW1dhj49q87AbDajuLgY3333HUpKShAWFobZs2dj6tSpdgkwCSHI3nMWH528MMAEgHM1atz35n/QrL20Dc5QsVYoXHvttUhPT0d7ezuOHz+OU6dOobPzEpLIDqCuo2dQxxH8XnI9WAghqK6uxuHDh8FxHAICAnDVVVfhqquucqsAE/ij5WHu3LmYNGkSLBYLTp8+jaNHj6KhocGt5+vm5mYcPXoUv/32Gzw8PDB16lTMmjVLsAGm2WzGO++8A6lUivXr10Mmk+HYsWP47LPPBvTZBoCZM2fiyJEj+OCDDxw4YudA16ruD81kuilqtRozZsyAWq3G7t27MWXKFBw8eBALFizAjBkzcODAAb6vY8+ePbj77rsBAKdOncLUqVP58xiNRlx33XU4ffo0du3ahfnz56OgoAD33XcfxGIxTpw4QWXW+0Gr1WLr1q14+eWXodPpcM8992DTpk1ISUkR5M6zdcGmUChcZqd4qNh65DnDB9HZtLW1QS6Xo62tDT4+PpBKpYMuvbvuf39AUeOlgxZPDxGKNtwITw/Hf88tFgtfQtrT04Pg4GC+J9We992vle24842fLnnc47NTsPIm+5YS9+5XE4lEvO2JsxZZT390GgfO1w/q2MNLrkZq5KWfKU1NTbw4l5+fn11EroSMNXtbXFwMo9GIsLAwsCyL8HD7+fQ6Gq1WC7lcjsbGRpeotCGE4MiRI1iyZAl+++03xMfHY9OmTfjLX/4i2GomZ0PXqi7DsCZWGmS6MWq1Grm5udi7dy+ampqQkJCABQsWYNmyZX16zerq6jBr1iyEh4fjhx9+uCCTo9frsWnTJuzatQs1NTUQi8W4++67sWbNGioYcwmsgZu1H8PX1xfPPfcccnJyBLvTbjWkLy4udomel8FgNptRUVGBoqIiGAwGjB8/HizLIiJibJqeX8y6QyaTXVLyf8s3Svzjh9JLnn8+E4WdD04bzSFfEqtVhUKhgFardXg5YdbnZ7Hn15pLHhfq541Tq+bD29P+i87evcaenp5ITU1FWlqaw8VR/nmmBs9/evaSx6VGBuC7F64e8Hqp1WpwHIempiaXCDzsjdFoRElJCUpLS2E2myEWi8EwjGCfL4NBr9dDqVSisrISAJCUlISMjAzBagYQQqBSqbB8+XLs378fQUFByM7OxvPPP+/Sz01HQdeqLgENMikUoUIIQUFBAbKysnDixAlERkZi7dq1ePTRRwWrhtfT0wOFQsFnQ1JSUiCRSFxKRt+a1VKpVNDpdAgKCgLDMILyT3MmtublYWFhkMlk/Wavq9u6MfelozCaB57+dy2cjj+nOy6Ab21tBcdxfHZWIpEgKSnJoYHHbf/vBM7WqAd17E/L5yI21HFl2c7+++hNZly97eglS2E33pGJv05PvOh7ttlZq3CTUAMPR9PT04OioiJUVFSAEIIJEyZAKpW6VJBj21sbHR0NlmUFHSC0tLRg/fr1eOONN2A2m/Hwww9j3bp1iI2NdfbQKJTRhAaZFIrQsVgs2Lt3L5YvX46ysjLIZDLk5eXhhhtuEGzQo1arIZfL0dzcDG9vb2RkZCA5OVnQ5T/WTJ1CoUBnZyf8/PwEbfHgbGyzIbGxsWAY5qLlRV+ercPzn/4G08UaDwG8cK0Ez81Lt/eQAfQVrnJmpg4A7nzjJ/xaeXEJfVsKcuYhKsixpavWTC/Hcejs7IS/vz8YhkFcXJxD7onzNWo88PZJqHUX7wO+d2o8ttw58YKxGI1GXrjJXSor7ElXVxeUSiVqamoEUSo9GAghqK2tBcdx0Ol0CAkJGTXbJXuh1+vx+uuvY8OGDWhra8O8efOQl5eHyZMn02cMxR2hQSaF4ir09PRg+/bt2LRpEzo6OnD99dcjLy8PmZmZgnxAEULQ1NSEwsJCdHZ2Drq80hlY5f47OjqcltVyVQabLfq1sh1vHC3F98pGXuRmWtJ4PDorBdc7wNpFp9NBpVKhsrJSMAvprQeVeOPopUuJUyICcHjJwCWh9sS2ZzUkJIS3PbE31W3d+McPpfjnmVp0G34X7rhsQggempGEOy7vG+xaLBZUVFRApVINKstO6YtarYZCoeD9YFNSUgTjFdqbtrY2FBYWor29HePGjQPDMILeDLRYLNi/fz+WL1+OoqIiZGRkYNu2bbjlllsEvfFKoYwQGmRSKK5GU1MT1q5dizfffBOEEDz66KNYu3atYE2Dbcsrw8PDkZmZKQjhnI6ODnAch+bmZnh5eSEtLQ0pKSmCW1S5AhqNBnK5nO97S09PR2pq6gWBurrbiJYuPYLHeSMyyP5li9asVmlpKSwWC2JiYsAwjCDK6arbujEn7yjMl3im5t7K4uGZyQ4aVf+YTCbe9sRkMiEyMhIsyzrkXtabzGjtNMDP2xPjA/qW39v2CwcGBoJlWUFuaLkCvUulvb29kZ6eLoge1q6uLnAch7q6Onh6evJzjFXkRWgQQnD69GksXboUR44cQUREBFavXo0nnniClmxTxgI0yKRQXBFCCDiOQ3Z2Nr7++muEhIRg+fLlWLx4sWDtNGwX+xMmTADLsk4Zr1arhVKpRF1dHTw8PJCcnIz09HT64B8FmpubIZfLoVarnZplELoPpJUPf67A6v3yft+/WhKJnQ9OdYjoz2AxGAy8j6rVR5RhGKeUo/ZWPvb19UVGRsaglY8p/WOtROE4DhqNBuPGjUNGRgYSEhIc/re1/b4lJCSAYRhBl/PW1tZi1apVeP/99+Ht7Y2nn34aOTk5bqXkS6FcAhpkUiiuDCEE3377LbKyslBYWIikpCRs3rwZ99xzj2AXWd3d3VAoFKipqXF4T5y1ZLKqqgqEECQkJCAjIwP+/qNvdj+WIYSgpqYGCoUCOp2OtwRxRHmlVZ1ZqVTywk0sy0IsFgs2q3XgXD3+97silDT9YfUSPM4Lf5meiBeulcDHS7j3slKpRHV1NUQikUMVPTs7O8FxHOrr653eW+vOWHsfFQoFuru7ERAQAIZhEBsba/f7yVr+rFQqYTQaERkZCZlMJmgV3K6uLuTn5yMvLw9dXV244447sHnzZkgkEsHOPxSKnaBBJoXiDphMJrz99tvIzc1FY2MjZsyYgfz8fPzpT38S7IOtvb0dhYWFfAbC6r1oj/Ha7oQLqWTSnbFVfrTnItE28+Jqwk2EEJytUaOuQ4cAXy9cmRQGPx/X6AnWaDTgOI7v5bNnGaNer4dKpeIVUa29tUKt4HAXrG0PKpUKer2e78u1h5esVXBKLpfz5c+ZmZmIiooS7L1sNpuxa9curFq1CjU1Nbjiiivw0ksv4eqrnddLTaE4GRpkUijuhFqtxpYtW/DKK6+gp6cH999/PzZt2mS34G2k2PZSjXbGy+rfWVJSApPJhIiICLAsi/Hjx4/K+SmDw2AwQKVSoby8HIQQxMfHg2GYUQsM2trawHEcWltb4e3tDYlEguTkZKf3kI01WlpawHEc2tvbR7101Ww28168JpMJYrEYLMsiODh4FEZOGSwmkwllZWX8dYiIiADDMKNWht7R0YHCwkK0trbCx8eH33wUamUOIQTHjh1DVlYWfvnlF8TFxWHjxo144IEH6PxDGevQIJNCcTcIIaisrMTKlSvxySefwM/PD3/729+wfPlywS7ILBYLysvLoVKpYDQaERUVBZlMNuzxWsusioqK+uy6O6Jck9I/XV1dUCgUqK2thYeHB1JTU0ekXtnZ2QmFQsH31lp9WWnJpPOw3TgaaXmltfxZoVDwyrZCt6oYCxgMBt4mxmKxIDo6GgzDDHvO1ul0UCgUqK6uHpW5wd4QQlBcXIwVK1bgiy++QEBAALKyspCVlXVRGycKZQxCg0wKxV0hhODnn39GVlYWfv75Z4jFYqxbtw6PPPKIYNX4bDNe1h6vwQo8WHsBlUoluru7ERgYCIZhEBMTI8hM7lilvb0dcrmcz1ZkZGQgKSlp0NmKnp4e3o7E2lsrlUppyaSAsFgsqKqqglKphF6vR2hoKF9eOViampogl8v58meWZR3m0UkZHDqdDkVFRfy9GB8fD6lUOug+d5PJxAvCmc1mTJgwAQzDCLpPvq2tDRs2bMBrr70Go9GIBx98EOvXr8eECROcPTQKRUjQIJNCcXcsFgs+++wzrFixAhUVFZg4cSLy8/Nx7bXXCnaxZivqIZFILmqHYYUQgsbGRnAcB61Wi3HjxvH9eEItsxrrWPuuOI7jfVRZlh1wQ8BoNKKkpIRfkI40e0KxP7Yl61FRUWBZdsC+XLVaDblcjubmZlr+7CJ0dnZCqVTyVQpJSUkX9cu1QghBVVUVFAoF9Ho9wsLCkJmZKehWBoPBgB07dmDdunVoaWnBnDlzkJ+fjyuuuEKwz1IKxYnQIJNCGSvodDr8/e9/x+bNm6HRaHDTTTdh27ZtYFlWsA/IlpYWFBYWQq1Ww8/PDwzDYMKECX3G29LSAoVCwXu60QWpa2Gb8Ro/fjwyMzP79HiZzWa+/NlgMCAsLAwsy1I7ABdCr9fz4luEkItmrGxLJpOTkyGRSODj4zPAmSlCoqOjAwqFAk1NTfD09ERaWhpSU1P7lL32zlAPZnPJ2RBC8NVXXyE7OxtKpRLp6enYsmULbr/9drqJSaH0Dw0yKZSxRkNDA9asWYOdO3dCJBLh8ccfR25urmD7Fa0lsBzHoaenB6GhocjMzISXlxc4juMXM9TCwLUxGo18xstsNvMKwGq1mrdPCAwMBMuyiI6OFuyClDIwXV1dUCqVqKmp4TNeycnJqKqq4j10nem7SRkdeotA+fj4ID09HREREXwA6gobgoQQnD17FkuXLsV3332HsLAwrFq1CosWLaKeyhTKpaFBJoUyFiGE4Pz588jOzsahQ4cQGhqKlStX4tlnnxWswbVVXVKlUsFisQAARCIRkpOTkZ6eLthxU4aG1cu0srKSf83X1xcMw9DyZzeio6MDHMehubmZf80VSiYpg8fWisRKcnIypFKpoDPUdXV1yM3NxTvvvANPT0889dRTWL16NSIiIpw9NArFVRhWkEmf8BSKiyMSiXDZZZfhm2++wYEDBxAbG4vs7GxkZmbi888/54M4IWEwGKDT6dB7k8v6/zTwcB/0ej2/ILVmK00mE3p6egT5vaQMHUIIurq60N3dDeCP+7ezsxNqtZpeZzfBYrFAq9Wip6cHwB/Xubm5GS0tLRhBwsJudHd3Y8OGDZBKpdi5cyduueUWnD17Fq+88goNMCkUB0AzmRSKm2EwGLBz506sWbMGzc3NmDVrFvLz8zFt2jSnlyUaDAaUlJSgrKysj9gLAMjlcr70KiMjA8nJyTTgdFFs7U2s/XhWERi1Ws0LOiUkJDj9e0kZHq2trZDL5byXplWgq6GhAQqFAl1dXVQV2sWxtjgoFArodDqEhITwGerKykqoVCoYDIZhKQ7bC4vFgo8//hg5OTmoqqrC5MmTkZ+fj7lz59LvIIUyPGi5LIVC+YOOjg5s2rQJr776KgwGA/76179i48aNiI+Pd/iD1mr6XVJSAqPRiPDwcLAse4Hpd1NTEwoLC6HVal1CRILSF71eD5VKhYqKin4tEAghqK2t5Xszg4ODed9Tep1dA61WC47j0NDQwAvCpKWl9bFTsvrbWoOQ8ePHQyaTUYEnF6K1tRWFhYXo6OjAuHHjwLLsBWJtRqORn9tNJhMiIyPBMIxTyqQJIfjxxx+xZMkSFBQUICYmBhs2bMCDDz4o2F5RCsVFoEEmhULpCyEEZWVlWLFiBT7//HP4+/vjhRdeQHZ2NoKCguz++RaLhd/t1uv1CAkJAcMwAwYUtgqltLdL+NgK/YjFYrAsO6AdidlsRnl5OYqKimA0GhEREQGZTIbQ0FAHjpwyFHp7mgJAYmLiJb1vh/PdoDiXodpOAb9vMBUXF6O8vBwWi4UX+3LEc8bZzzkKZQxAg0zK2EOj0SA3Nxd79+5FU1MTEhISsGDBAixbtmzQyqRHjx7F+++/j2PHjqGmpgY+Pj5gGAYPPPAAFi1a1Gd33lUhhODEiRPIysrid3jXr1+Phx56yC47vNZslVKpRFdXFwICAsAwDGJjYwedrbL6KJaUlMBisbiEsfdYw3YTITQ0FDKZbEj9TgaDgbfDoNdZmFj9MYuLi/kyd5Zlh7SA7+npQVFR0YBZbopzMRgMUKlUvDVNYmIipFLpkITYdDodlEolqqqqAAAJCQmQSqXw8/Ozy5iFVLEz2tD1DUVA0CCTMrbQaDSYOXMm2tvbsXv3bkyZMgUHDx7EggULMGvWLHz55ZeXDKB27dqF//mf/8EVV1yBv//975g8eTKampqwZcsWvPXWW7j22mvx9ddfu81EbLFY8Mknn2DlypV26VUhhKCpqQkcx0Gj0fB9WgkJCcPur9TpdOA4jrdJSE1NRXp6OrU3cSKEENTV1fF9d6NR2mxrh5GSkgKJREKvsxMhhPBVBVbLoaFuItjS2dkJpVLJ9+umpKQgPT1d0Oqk7o7FYkF5eTlUKhWMRiOioqIgk8lGlG3WarVQKpWoq6vj+7LT09NHzS7EYDDgrbfewtq1awWnPTAa0PUNRWAM66byXLNmzXA/cNg/SKGMBllZWfjqq6+we/duzJs3D97e3mAYBr6+vnj99dchFosxbdq0Ac9RUFCAQ4cO4eeff0ZmZiZ8fHwwfvx43HrrrTh8+DCOHj2KpKQkXH755Q76reyLVYn2iSeegL+/P7788kvs3LkTZ86cweWXX47w8PBhP6BbW1tx+vRpFBcXw2KxQCqVYsqUKQgLCxvRQ9/b2xuxsbGIjo6GVqtFTU0Nqqqq4OnpiZCQELdYULgSzc3N+OWXX1BWVgYPDw9kZmZi8uTJCA4OHtG18PHxQWxsLMRiMTo7O1FTU4OKigp4eHggNDSUXmcHYt0sKigoQFVVFXx8fDBp0iRkZmaO2O/yYtfZWn4bGhpKxb4cCCEE9fX1KCgoQG1tLQICAjBlyhRIpdIRB4O+vr6Ii4uDWCxGV1cXfz8TQkZ0nQkh+Oabb3DnnXfi/fffR0xMDHbs2IFt27Zd0C/qytD1DUVgrB3OD9FMJsUl0Wq1iIqKwvjx41FbW9vnwdLa2orIyEikpqaiuLh4wPPs378fe/fuxQcffHDBe1u2bMGKFStw//334+OPPx7130EI2PqHPfnkk3jxxReHlKnQaDRQKBS8CEhKSgrS0tLskpmw9WoLCgqCTCajojEOQK1Wg+M4NDU1wcvLC2lpaUhNTbXLLjghBI2NjeA4DlqtFv7+/mBZdkjl1pTh0dHRAblcjpaWFl7pOSkpyW5l9c3NzZDL5dBoNFRx2IG0t7ejsLAQbW1to1Jxcimam5vBcRw6Ojrg6+sLiUSCxMTEQX+vrH7QS5cuxbfffovQ0FDk5OTgmWeecTtfZbq+oQiQYU3INEdOcUm+//579PT0YPr06RcsRsLDwyGRSKBSqVBUVASJRNLveW677TbcdtttF33P2m8kRP+v0SI2NhZvvvkmnn76aSxduhTbt2/HRx99hJycHDz99NMD7mb3Lm8UiURISkq6pAjISBGJRIiJiYFYLObLu/7zn/8gMjISMpkMISEhdvvssUp3dzcUCgV/na1lrKNV9nYxRCIRoqOjERUVherqaigUCvzyyy8IDQ1FZmYmVSi1A72vs4eHB9LS0uxexioSiRAVFYXIyEjU1NRAqVTit99+Q2lpKViWhVgspsHmKGN7nSUSCdLS0uxelh4ZGYnZs2ejvr4eCoUC58+fR0lJCW97M9B1bmhowJo1a7Bz506IRCIsWrQIubm5iIqKsuuYnQVd31DcBRpkUlyS8+fPAwCSkpIu+n5SUhJUKhXOnz8/4CQ8EEVFRQCA2bNnD+vnXQWRSITJkyfj0KFDOHDgALKzs7FkyRL84x//wJYtW3D77bf32d2urKzE8ePHERwcDEIIJkyYAKlUOuIyuqFg7c2Mj49HUVERysrKcPToUSQkJIBhGLfb2XYGer2eF2qxCvI44zonJiYiLi6OF545ceLEsIRnKBfHYDCguLgYZWVlThNeEolEiI+PR2xsLCoqKlBUVISTJ08iLCwMMpnsAqsjytAxGo0oLi5GaWkpf51ZlrWbIM/FEIlEfOtDdXU1VCoVzpw5g5KSEmg0GvzXf/1Xn2eNTqfDK6+8gi1btkCj0eDmm2/G1q1bwbKsW28+0PUNxV2gQSbFJWloaACAfm0trDYIjY2Nwzq/0WjEnj17EBsbiwcffHB4g3QxPDw8cOutt+L666/Hjh07sG7dOtx5552YM2cO8vLykJiYiNWrV+O9995DSEgI9u7di4kTJzo1e+jj44PMzEwkJyeD4zhUVVWhtrYW6enpdivldHesSqK9fe9YlnWqtYiXlxcyMjKQmJjIW2g0NjYOykKDcnHMZjPvYykUCxlPT0+kpqYiISEBJSUlKC0txfHjx+mmwgiwVYAODw9HZmamU6+zdfNowoQJqKiowN69e7Fs2TKwLItNmzbh1ltvxWeffYYVK1agoqICE1g+vHkAACAASURBVCdORH5+Pq699lq3Di6t0PUNxV2gKzCKS6LT6QCg3xIfa4lXd3f3sM6/detW1NfX4+DBg2NOYt/HxwfPPvssLwW/fft2zJw5Ez4+Pujs7MTEiROxadMm/PnPf3b2UHkCAgIwbdo03jxcqVSioqICDMO4hZS9I7D1Jw0JCQHLsoIqSRs3bhwmTZqElJQUcByHiooKVFdX002FIWC1F1IoFOju7kZQUBCmTJkiqL5mq8hJcnIyv6nQ0NDAbyo4MvvmqljFm+RyObRaLQICAjBp0iRER0cL5jpbNxUWLlyIyspKvPPOO7j99tuRmpqK0tJSiMVi7NixA4888siYurfp+obiLoydu5biVlgXGUaj8aLvGwwGABjWBHr06FGsX78e//u//4vrrrtu+IN0cYKDgyGVShEWFobGxkb4+fmBZVnccccdmDNnjrOHd1HCw8Mxe/Zs1NbWguM4nDlzBmVlZZDJZIiMjHT28ASJVWFSoVCgs7MT/v7+mDp1qqBFdoKCgjB9+nS0tLRALpdDqVSivLyc31SgCqUXx/r3soqvTJ48WdAiO703FRQKBSorK1FTU8PbnlB7m4ujVqshl8vR3NwMb29vvtpDqPdFWFgYsrKy+O8nx3EAgJkzZ+Kaa64ZUwEmQNc3FPdBmDMOhXIJoqOjAfyukHcxOjo6AABisXhI5z179izuuOMOrFixAosXLx7ZIF0UQgj27NkDmUyGxx9/HP7+/vjwww/xxRdfwM/PD+vWrYNUKsV7770Hs9ns7OFegEgkwoQJEzBv3jywLIuuri789NNPOHnyJLRarbOHJyhaWlpw/PhxnDp1CgaDARMnTsS8efMQFxcn2MCjNxEREZg9ezamTp0KT09P/Pbbbzh69CgaGhqooEUvtFotTp48iR9//BFarRZSqRTz589HYmKiS1znoKAgXHnllZg1axZCQ0NRXFyMf//73ygpKRHkHOQsenp6+HugpaUFqampmD9/PlJTUwUbYGo0GqxcuRIsy+Kzzz7DZZddhmPHjuHBBx/Evn37wDAMnnzySdTV1Tl7qA6Drm8o7gK1MKG4JPv378ftt9+O2267Dfv27bvgfalUCpVKBZVKNejG+HPnzmHu3Ll45plnMAL/WJfm+PHjeP755/Hrr79CLBZj9erVeOyxx/jyHLPZzKvP1tTUYMqUKcjPz8fVV18t2MWqXq+HUqnkvfisKrj2VEcVOhqNBhzHobGxEZ6enrwdiStnhoTYY+hsenp6+HJTAG7Rw2prb+Pn5zcohVJ3xtpHXVxcDLPZjNjYWLAs61CRrqFiMpnw9ttvIzc3F42NjZgxYwby8/Pxpz/9ib+Ocrkcq1atwr59++Dn54fnnnsOK1ascHsVcbq+oQiQYU2uNMikuCRarRaRkZEICwvr10cqJSUFJSUlgzrfuXPnMG/ePCxatAhr1/7hOVtdXY2DBw/iscceG/XfQYjs2rULTz/9NLKzs7F48WIEBgZe9LjOzk689NJLyMvLQ1dXF+644w5s2bIF6enpgl3oabVayOVyNDY28kIyycnJdvH/Eyrd3d1QKpWorq7mbWckEolLBx22GI1GXnHYWWqpzsZkMqGkpITP9LmjcA4hBNXV1VAqldDpdAgODuZ7iIU6B4021r+BQqFAT0+PS1j8EELw7bffYunSpTh//jySk5OxefNm3H333f1mW//zn/9gxYoVfPuDu6sN0/UNRYAMb1IlhAz3PwrFqSxatIgAIAcOHOjzen5+PgFAtm/fzr+mVqvJzTffTBYsWEBMJlOf48+dO0ciIiLI6tWrL/iMI0eOkMTERLuMX4iYTCbS2to66ONramrIww8/TEQiEfHx8SF/+9vfSEtLix1HOHIaGxvJ999/T/bt20e+/fZbUlNTQywWi7OHZVf0ej0pLCwk//rXv8i+fftIQUEB0Wq1zh6WXenq6iK//PIL2bdvH/nXv/5Fzp8/T/R6vbOHZVfMZjMpLy8n33zzDdm3bx/54YcfBH8/jhSTyUSKi4vJgQMHyL59+8iJEydIW1ubs4dld5qamsiRI0fIvn37yKFDh0h1dbWg5zGLxUIKCwvJTTfdRACQkJAQsmXLFtLd3T3on6+oqLDzKIUDXd9QBMawYkWayaS4LGq1GjNmzIBarcbu3bsxZcoUHDx4EAsWLMCMGTNw4MABXjBgz549uPvuuwEAp06dwtSpUwEAhYWFuOaaa6DX63HTTTdd8BlNTU0oKytDRUWFw34vV4MQgtOnT2Pp0qU4cuQIIiIisHr1ajz55JN2NXIfCYQQVFVVQaFQQK/Xu60fn9lsRllZGYqLi/kSUpZl+5XGd0c6Ojogl8vR0tICb29vSCQSt8tgk/8rIZXL5ejs7ERAQABYlkVMTMyYyerZ+n3GxsaCYZh+qzFcFa1WC47j0NDQAC8vL0gkEqSkpAj6+9zU1IQ1a9bgrbfeAiEEjz76KNasWcP3HlIuhK5vKAKDlstSxh5qtRq5ubnYu3cvmpqakJCQgAULFmDZsmV9Apy6ujrMmjUL4eHh+OGHH3j1tjVr1vQpH7kYiYmJdBIeBBaLBfv378fy5ctRVFQEqVSKrVu34pZbbhGs6IRtWWFcXBxYlnX50kqLxcKXEvb09CA4OJhX2B0rQUdviI2dg7+/PxiGcRmBo4Fob2+HXC5Ha2srfHx8+CBaqPecvdHpdFAqlaiqqoJIJHKLPlTg995ylUrFP4sSExMhlUoF3Vve09OD7du3Y9OmTejo6MANN9yAbdu2ITMz0+XvO0dA1zcUAUGDTAqF4nz0ej3eeOMNrF+/Hm1tbZg3bx7y8vIwefJkwS4sdDodFAoFqqur4eHhgZSUFEgkEpcTwiGEoKGhAQqFgg+mpFIpJkyYINi/vSOxZrCtwXdoaChkMhkiIiKcPbQh09XVBYVCgdraWnh4eCA1NZXaevRCo9FAoVCgoaGB92NMS0tzub+P2WxGeXk5VCoVTCYTxGIxZDKZoPtrLRYL9u7dixUrVqC0tBQymQx5eXm44YYb6DxEobgmNMikUCjCoaWlBevXr8cbb7wBs9mMhx9+GOvWrUNsbKyzh9YvvUsrfXx8kJGRgaSkJJfICrW1tUEul6OtrY3PaCUlJQm6jM5ZWNU4S0pK+IU7y7IIDg529tAuicFgQFFREcrLy2GxWBAfHw+GYfjsBaUvra2t4Diuz33hCpleQgjq6urAcRy6u7v5aoSoqChnD61fCCEoKChAVlYWTpw4gcjISKxduxaPPvqoywX3FAqlDzTIpFAowoIQApVKheXLl2P//v0IDAxEdnY2lixZItiSVNv+tsDAQMhkMojFYkHuwvfu0XLljI0z6F2CSAjhSxCFWFppzWgVFRXBaDQiMjISMpnM7e0cRgNrhp/jOHR2dgq+XLr3hpGvry8YhkFCQoIgxwr8oXKbk5ODjz76CD4+Pli8eDFWrlxJv58UintAg0wKhSJMCCE4cuQIsrKycObMGSQkJGDjxo34y1/+ItiMgsVi4X0XDQYDIiIikJmZKZhFk06n4z0Qrb1nEomEZrSGQWdnJziOQ319Pe8bmpaWxgtrOBNCCGpqaqBQKHirDqFntISKba9ySEgIb3siBHqXQAvte9gfWq0WW7duxcsvvwydTod7770XmzZtQnJysmCDYgqFMmRokEmhUISN2WzGBx98gFWrVqGurg5XXnkl8vPz8ec//1mwCxJb30VnlycajUYUFxejtLQUFosFMTExYBhG0D1arkJrayvkcjna29vh6+uLjIwMJCYmOm0jpLm5GXK5HGq1GuPGjQPDMIiPjxfsveIqmEwmXnXZZDIhMjISLMsiNDTUKeMR2hwzGMxmM9599128+OKLqK+vx/Tp05Gfn4+ZM2fS7yeF4n7QIJNCobgGWq0WeXl5eOmll9Dd3Y277roLmzdvRmpqqmAXKM7OMtiWS4aHh4NlWbezXXE2hBDU19eD4zh0dXUhMDAQLMsiOjraYd9NjUYDjuPQ2NgILy8vpKenIzU1lfbXjjK2/a1xcXFgGAYBAQEO+XyhV0tcDEIIDh8+jKysLJw9exYJCQnYtGkT7r//fsFWpVAolBFDg0wKheI6WMsAc3JysGvXLvj4+ODZZ59FTk6O0zIKg6GtrQ2FhYV8tsve/VLWfielUgmdToegoCCwLCvYHlF3wTYACA8Ph0wms6vHqK39RlJSEjIyMgRtU+EOdHd3Q6lUorq62iF/d1fr+wZ+H7NSqcSyZcvw5ZdfIigoCMuWLcPzzz8v2P56CoUyatAgk0KhuB6EEJw6dQpLly7FsWPHEBERgdzcXDz++ON9vMCEhCOUH63ejhzHQaPRwM/PD1KplJZLOhjb8mR7ZLuMRiNKSkpQWloKs9mM2NhYMAyDwMDAUfsMyqVRq9VQKBRobGyEp6cnn0EezWoFtVqNwsJCl1Kwbmlpwdq1a/GPf/wDFosFCxcuxNq1axETE+PsoVEoFMdAg0wKheK6WCwWfPHFF1i+fDlKS0vBMAzy8vJw0003CTaospeHXVtbGziOQ2trK7y9vXnbBVou6Tx6e6mKRCIkJycjIyNjRBshFosFlZWVUKlU0Ov1CAsLg0wmoyXQTqalpQVyuRwdHR2j1pvril68er0er732GjZu3Ii2tjbMnz8feXl5mDRpkmDnZAqFYhdokEmhUFyfnp4efmHT3t6O6667Dnl5eZg4caJgFza9rTAA8FYYQy236+zshEKhQF1dHb8QTU9PF2xGdyyiVqshl8vR3NwMLy8vSCQSpKSkDGkD4P+zd9/hUZXZH8C/k957b4TUKSF06UiJDWR1xbI2ZG0rKAqShITQewkqoK4FlEVRVJQoICJBQURKQFpmkknvPSSZ9MnMnN8fPJmfQEKJSeYmOZ/n4Xl2Z+7cnHFm7r3nvu97zvUtNaytrSGVSuHp6SnY73hfc/3aXGtra0gkEnh5ed3RZ6TRaJCRkYGMjAxotdpuX/fZETqdDnv37kVsbCzS09MhkUiwYcMGTJ06lb+fjPVNnGQyxnqP8vJyLF++HB9++CGISD9Fy8PDw9ChteuvPSvvJAFpamrStyMhIvj5+UEsFgu6umRfV1ZWBrlcrp/KLJFI4OPjc8uL8L/2QDQzM4NYLDZoBVt2c9ePNjs4OEAqlcLV1fWmryMi5OXlISUlBc3NzXB0dERYWJigR6mJCOfOnUNkZCSOHTvWI5YuMMa6BSeZjLHehYiQkpKCBQsWYP/+/bCzs8OCBQswd+5cQReb+GvrCUtLS0il0jYbv1+/Fs/DwwMSiQR2dnYGipzdidaiTCkpKfq+izKZrM0EpL6+HgqFAkVFRTA2NkZgYCCCgoIEPV2S/T+NRoPMzExkZGRAo9HAzc0NUqm0zUqwf70BYWVlBalUescjoN2toKAAixYtws6dO2FqaorXXnsNcXFxgk6KGWPdhpNMxljvREQ4fPgwoqKicOnSJfj7+2PNmjV44oknBDsCdH0C8teRDK1Wi5ycHKSlpUGtVsPJyQlSqRTOzs6GDpt1gFarRWZmpr7vopubG2QyGezs7NDc3Kxvk8Gj1D3f9Z+nj48PJBIJrKysUFtbC7lcrm89ExoaKvi11HV1dfp2UvX19Zg+fTrWrl2LoKAgQSfFjLFuxUkmY6x302g0+gbgJSUlGDlyJDZt2oRRo0YJ9oKodQQkPT0dWq0WDg4OaG5uRmNjo0F6MLKuc30C4uDggLq6uhsST9bz1dfXIzU1FQUFBRCJRLC1tUVtbS0A9IjWM1qtFjt37sSiRYtQVFSEYcOGYdOmTRg3bhwfixhj1+MkkzHWN6hUKqxfvx5vv/02Ghsb8cQTT2Dt2rXw9/cX7AVSQUEBLl26hJaWFgCAq6srhgwZAgsLCwNHxjoTESEjIwNKpRJarRYA4O3tjYEDB/LU2F5Gq9VCLpcjJycHRKSvOiyRSDq17UlnIiIcPXoUkZGR+PPPP+Hj44PVq1fj6aefFvSIK2PMoDjJZIz1HUSE3NxcxMXF4YsvvoCFhQXeeOMNxMbGtrlOylCqq6uhUCj01Uh9fX1RW1uLiooKmJqa6qfUCXXaL7t91xcD8vX1RXl5OaqqqrjITy9CRCgsLIRCoUBjYyPs7e3h7e2NwsJC1NTUwNzcHGKxGH5+foL5rIkIaWlpiImJQUJCAmxsbBAVFYX58+cLutItY0wQOMlkjPU9RITTp08jMjISJ06cgJubG5YvX44XX3zRoKMJ9fX1SElJQWFhIYyMjNC/f3+EhITAzMwMRISysjIkJyfrW1jIZDKeNttD1dTUQKFQoKys7Iaqwm21wuB2JT1XZWUlkpOTUV1dDQsLC0gkEvj6+kIkEoGIUFRUBIVCgYaGBtjY2EAikRj8s66srMSqVavw/vvvQ6PRYObMmVixYgW8vb0NFhNjrEfhJJMx1nfpdDrs2bMHMTExyM7ORlhYGOLj43Hvvfd26wXeX3tmEhF8fX0hFovbrIbb2h4hNTUVarUazs7OCAsLg4ODQ7fFyzqusbERqampyMvL00+VDA0NbbPdw/WftZOTE2QyGVfv7CGurw4cHByMwMDANm9k6XQ65OTkQKlUQq1Ww9HRETKZrNsLezU3N+ODDz7AypUrUVlZiYkTJyI+Ph6DBw/mGxyMsTvBSSZjvZlKpcLSpUvx7bffoqysDH5+fpgxYwYWLFjQ4bVe58+fx1133QWNRoPs7Gz4+/t3btAG0NjYiC1btmDt2rWoqanBAw88gA0bNkAmk3XphdX1BX7c3d0hkUhua+puS0sL0tPTkZmZCZ1OBx8fH0ilUq5AKlCtn1dWVha0Wi28vb0hkUhua9rh9W1rvLy8IJFIYGNj0w2RszulVquRlpaGrKwsfXVgiURyW2upW1pa9G1PurNFkU6nw759+7BgwQIolUqEhoZi/fr1mDZtmmCm7/4dfC5krNtxkslYb6VSqTBmzBhUVVVh9+7dGDp0KH766SfMmDED48aNw759++64aINWq8Xw4cNx/vx5AOh1J9bS0lIsW7YMH3/8MQDgpZdewvLly+Hm5tapf6etZu0ymQwuLi53vK+GhgakpKSgoKAARkZGCAoK4l6KAnL9CJWzszOkUmmHRiPbGgUNCQkRdEXSvkSn0yE7OxtKpRItLS1wdXWFTCbr0HrvpqYmKJVK5ObmdmkbGyLChQsXEBUVhSNHjsDZ2RmLFy/GK6+80mu+V3wuZMwgOpRkGi9btqyjf7DDL2SM3ZnIyEjs378fu3fvxuTJk2FqagqJRAJzc3O8//77cHd3x/Dhw+9on/Hx8Th+/DjMzc1RX1+PuXPn9qppmjY2Npg6dSqmT5+OzMxM7N69G9u2bYORkRGGDBnytxO31vVXSUlJKCgogIWFBQYNGoSwsLAOF9IwNTWFl5cX3N3doVKpUFBQgLy8PJiYmMDe3p6nuBlI67rKM2fOoKCgAJaWlhg0aBCkUmmb06Bvh6mpKTw9PeHl5YX6+noUFBQgJycHAODg4NArRpx6IiJCSUkJzpw5g8LCQlhbW2PIkCEQi8UdrgRtYmICDw8PeHt7o7m5GQUFBcjOzoZGo4GDg0OnVHUtLCzEvHnzMHv2bOTn52POnDn4+uuvMWnSJMFWuu0IPhcyZhDLO/IiHslkTOBqa2vh5uYGR0dHFBYWXpNoVFZWwtXVFYGBgUhPT7/tfWZmZmLAgAFISEjAyy+/jNzc3F5995aI8NNPPyEqKgpyuRwBAQFYu3YtHn300Q5dzJeXl0OhUKC6uhrm5uYIDQ3t9Kqh1xeMsbW1RVhYWKePxLKbu3LlCuRyOa5cudJlnzVw9Tsll8tRU1NzQ0EZ1j2qq6uRnJyMyspKmJmZQSKRdEmF2KqqKigUCn2F6eDgYH2hqDtVX1+Pt956Cxs2bEBdXR0efvhhrFu3DiEhIb3uu8PnQsYMhqfLMtYbff/993j44Yfx8MMPY+/evTc8LxaLoVQqoVQqERISclv7jIiIgKenJz777DP4+/v3mRNrS0sLtm/fjqVLl6KsrAxjx45FfHw87rrrrtu6ILu+imhQUFC7xT86i1ar1U/RbGlpgZubG2QyWZev6+rr6urqoFAoUFxcDGNjY/1n3ZVTl4kIBQUFSElJQWNjI+zs7CCTyfjGQhdrbGyEQqHQT1MPDAxEcHBwl3/WrTcWVCoVLCws9G1PbudYpNPpsGvXLsTFxSE/Px9DhgxBfHw8JkyY0OuSy1Z8LmTMYDp0UOk9cygY66UuX74MAO2e9Pz9/aFUKnH58uXbOrF+8sknuHjxInbv3t2ZYfYIpqameOWVV/Dkk09izZo12Lx5M0aOHImnn34aq1evbvcC769rJUUiEQICArpt/ZyxsTECAwPh6+sLpVKJ7Oxs/Prrr+jXr9/fmsLH2nZ9deB+/fohNDS0W4owiUQi+Pr6wsvLC1lZWUhLS8PJkyf/1npA1r7WIkwZGRn6glsSiaTDU6DvhEgkgpubG1xdXfU3Fi5cuIDMzExIpVK4u7u3eSwiIhw/fhyRkZFISkqCl5cXPvnkE8yYMaNTpt0KGZ8LGetZOMlkTOBKSkoAAI6Ojm0+37p2pLS09Jb7Ki0tRWRkJLZs2dKhwjS9hb29PdatW4f//Oc/WLhwIXbt2oXvvvsO8+bNw4IFC/SjhIWFhYiNjYW/vz+GDh0KHx8fiMVigzQvNzMzw4ABA9C/f38oFArk5uaioKAAISEhCAwM7PUXmF1No9EgKysL6enp0Gg0cHd3h1QqNciIcWuLjH79+ulvLBw9ehS+vr6QSCRcdfhvIiJ9O5nm5mY4OTkhLCys3WNsV/rrjYWcnBykpaXh9OnT2Lt3L/71r3/h/vvv18ecmZmJmJgYfPvtt7CyssKSJUsQFRXVZyoT87mQsZ6Fk0zGBK6xsREA2p261dqTr6Gh4Zb7ev3113HXXXfhmWee6bwAe6jWEckvv/wSc+bMQWRkJNasWYNPPvkEcXFxyMzMxEcffYSGhgY88sgjePPNNwVRDMLGxgZ33XUXKioqkJycjJSUFOTk5EAikcDHx6fXTpXrKkSEvLw8pKamoqmpCfb29pDJZHB1dTV0aPobCwEBAUhJSUF+fj4KCwu7ZTpnb1VWVobk5GTU1tbC2toa4eHh8PT0NPjvpnXGgp+fH37//Xfs3r0b//vf/3D33Xdj6dKlOHDgAN59912o1WrMmDEDq1atgq+vr0Fj7m58LmSsZ+EkkzGBax21aGlpafN5tVoNALec4rVv3z4cOHAAycnJnRtgDycSiTBmzBicOHECu3btwty5czFv3jxoNBoEBgZi7dq1eOyxxwwd5g1cXFxw9913o6CgAAqFAn/++SeysrIQFhbW7U3feyIiQllZGRQKBVQqFaysrDB06FB4e3sbPOG4nrW1NYYNG4bAwEDI5XKkp6cjNzcXoaGh8Pf350q0t0GlUkEul6OsrAympqYICwtD//79BfffztTUFBMnToRcLkd0dDQSEhIwefJkEBFGjBiBrVu3YtiwYYL7jnYHPhcy1rNwksmYwHl4eAC4WpGwLdXV1QAAd3f3dvdRW1uL2bNnY+XKlVzQoA1EhO+//x6rV6/GlStX4OTkBCcnJ2RkZGDnzp2QyWSQSCSCu7D761S7zMxMpKWl4ffff4enpyekUmmfmUZ3p2pqaiCXy1FeXg5TU1PIZDL0799f8FOOHR0dMWbMGJSUlEChUODy5cvIysqCVCoVxGicEDU1NSE1NRW5ubn62QuhoaH6US8hIiKkpqYiJSUFLi4u+iJBly5dwt69exEcHCyIWRXdjc+FjPUswrqFxxi7wYABAwBcbRDdltbeeq3bteXcuXMoKCjAm2++CZFIdM2/3NxcAED//v0hEon63In3+PHjGD16NB555BFcuXIFW7duRXFxMX777Te8/PLL+PHHHzFw4EC8/vrrKC8vN3S4bTI2NkZISAgiIiLQr18/FBcX45dffsHly5f1d/fZ1Wl0586dw9GjR1FZWYnAwEBEREQgKChI8AlmK5FIBE9PT0ycOBEDBw6ERqNBUlISjh8/jsrKSkOHJxharRZKpRKJiYnIzc2Fp6cnJk2ahAEDBgg2wSQiXLx4Effddx8efPBBlJSUIDo6Gnl5eTh58iSGDRuGtWvXIjAwEG+99RaampoMHXK34nMhYz0LtzBhTOBqa2vh6uoKJyendnuDBQQEICMjo0P778tl22fMmIHPPvsM1tbWiIyMxPz582Fra6t/nohw6dIlREVF4fDhw3B0dERcXBxeffVVQVd1vX5qYGhoqCCnBnaXlpYWpKWlISsrS19F1FAFnDpbS0sLMjMzkZGRAa1W2+dHsVvbwCgUCjQ1NcHBwQEymUzwxV2Ki4uxdOlSbN++HUZGRnjllVewZMmSa9YGExEOHDiAmJgYyOVy+Pn54YsvvsCYMWMMGHn34XMhYwbToWkyffOKg7EexNbWFi+88AKKi4tx8ODBa57bsWMHiAhz587VP6ZSqfDggw/iueeeg1ar7e5we5RBgwbh1VdfRWZmJpYtW3ZNgglcHTUaOHAgDh06hH379sHDwwORkZEYMGAA9uzZA51OZ6DIb87Ozg6jRo3CqFGjYGFhgeTkZPzyyy8oKirC37ix2OPodDpkZmYiMTERGRkZcHJywvjx4zF06NBekWACV9fwicXiG0axL168iObmZkOH160qKirw22+/4c8//4RIJMKQIUMwfvx4QSeYDQ0NWL16NUJDQ/Hxxx9jypQpuHjxIrZs2XJD8SmRSIQHH3wQFy9exKeffgoLCwv069fPQJF3Pz4XMtaz8EgmYz1ATU0NRo8ejZqaGuzevRtDhw7FTz/9hBkzZmD06NE4cOAATEyuLrHes2ePvlBNUlIShg0bdtN9893b26dWq/HRRx9h+fLlqKiowN13342NGzcKuhCHTqfTV081dLuG7kJEKCoqgkKhQEND8qT3HwAAIABJREFUA2xtbW/ae7A3UalUUCgUKC0thYmJCYKCghAYGKg/PvRGdXV1UCgUKC4u1k8dF3pbH51Oh927d2PhwoXIzc1FeHg44uPjERERcdvfUZ1O1+dmJ/C5kDGD6NCJk5NMxnqImpoaLF26FN9++y3Kysrg5+eHGTNmYMGCBdesMSoqKsK4cePg7OyMY8eOtdlT7+jRo5g4cWKbf+fTTz/FzJkzu+pt9ApVVVVYvXo1tm7dipaWFjz77LOCbylgyMbz3amyshLJycmorq6Gubk5JBIJfH19+9zFeHl5OeRyOWpqamBhYQGxWAw/P79elWSr1Wp9H1Eigr+/P0JDQwU9lZ2I8Mcff2D+/Pk4ffo0PDw8sHLlSsycObNX3wjoTHwuZKzbcZLJGGPdhYiQkZGBhQsXYs+ePbC2tsb8+fMF3xy9sbERCoUCBQUFMDIy6jU9F2tra6FQKFBSUgJjY2MEBwf3+hG8WyEiFBYWIiUlBQ0NDbCzs4NUKoWbm1uPTjZ1Oh2ys7OhVCrR0tICNzc3yGQy2NnZGTq0dhERcnJyEBsbi6+++gqWlpZ48803ER0dLei4GWMMnGQyxlj3IyIcP34ckZGRSEpKgpeXF1atWoUZM2YIerpedXU1kpOTUVlZCTMzM4jFYvTr16/Hjfg1NTVBqVTqK0P269dP8KNZ3U2r1SI7OxtpaWloaWmBi4sLZDJZj2uDQUQoLi6GQqFAfX097OzsIJPJ4ObmZujQbqqmpgZr1qzBli1b0NTUhKeffhqrV6/udSPLjLFei5NMxhgzFJ1Oh127diEuLg75+fkYPHgw4uPjMXHiRMFeSBIRSkpKIJfLUV9fD1tbW/1Fu1BjbqXRaJCZmYn09HRotVp4eHhAKpXeULyJ/T+1Wo20tDRkZ2f3uCnTVVVVSE5OxpUrV/TToIWepLW0tGDbtm1YtmwZysrKMHbsWGzcuBEjRowQdNyMMXYdTjIZY8zQ6uvr8dZbb2HDhg2oq6vDQw89hPXr1yMkJESwF5bXTz90dXWFTCaDvb29oUO7gU6nQ35+PlJSUtDc3NxjWlQISX19PVJTU/VTpgMCAhASEiLIKdMNDQ1ISUlBQUEBjI2NERgYiKCgIEHG2oqIcOjQIURGRkIulyMgIADr1q3D9OnTe9xMAcYYAyeZjDEmHEVFRVi8eDF27NgBY2NjzJ49G4sXL4azs7OhQ2tX60hXVlYWiAh+fn6QSCSCmHpKRCgtLYVCoUBtbS2srKwglUrh5eUl2ORd6KqqqqBQKFBRUSG4fqotLS1IT09HZmYmdDodfH19IZFI2izeIhREhOTkZERHR+Onn36Cvb09Fi5ciDlz5gg6bsYYuwVOMhljTEiICOfPn0dUVBR++eUXODs7Y9GiRZg1axbMzc0NHV676uvroVAoUFRUJIgiOtXV1ZDL5dckQ/7+/oJe89pTCC151+l0yM3NRWpqKtRqNZydnREWFib49aOlpaVYtmwZPv74YwDAyy+/jKVLl8Ld3d3AkTHG2N/GSSZjjAmRTqfD/v37ER0dDaVSidDQUKxfvx7Tpk0TxKhRe/7aDsTCwkLfDqS7ko+/TpUU+rTOnq6tachhYWHdNvJORCgrK4NcLkdtbS2sra0hk8ng4eEh6JHqxsZGbNmyBWvXrkVNTQ2mTJmC9evXQyaTCTpuxhi7A5xkMsaYkDU3N+ODDz7AypUrUVlZiUmTJmHjxo0YPHiwYC9IW9tgKBQKNDY2wt7eHjKZDK6url32N9VqNdLT05GVldXjCtT0dIYoqFRTUwO5XI7y8nLBTdttj06nwzfffIPY2FhkZ2cjLCwMGzduxH333SfY3zJjjHUQJ5mMMdYTVFZWYtWqVXjvvfeg1Wrx3HPPYeXKlfD29jZ0aO3SarX65EOj0XRJ8tFbWm30Bt3RGqapqQkpKSnIy8uDkZER+vfvj5CQEJiZmXXa3+hsRITTp08jMjISJ06cgJubG1asWIEXXnihT/dkZYz1apxkMsZYT0FESEtLQ0xMDBISEmBjY4OoqCjMnz8f1tbWhg6vXc3NzUhNTdUnH/7+/ggNDf1ba0xbR0tTUlLQ0NDQo1qp9Ha1tbVQKBQoKSnptPW514+Wenl5QSqVCvp7T0TIy8vDwoUL8cUXX8DCwgJvvPEGYmNjBVmFmTHGOhEnmYwx1tMQEY4ePYrIyEj8+eef8PHxwerVq/H0008LurBNbW0t5HI5SktLYWJiop/ieKcxV1RUQC6X69d9isViwfc/7Iv++jmZm5vrP6c7mdJKRPp1n01NTXB0dIRMJhN0xWUAUKlUWLduHd555x00NjbiX//6F9asWQN/f3/+njLG+gJOMhljrKfSarX47LPPsGjRIhQWFmLYsGGIj4/H+PHjBX0h21qsRaVS3VFlUpVKBYVCoU9Sg4KCDFrBlt0aEaGoqAgKhUI/4iyVSuHu7n7Lz7u8vBxyuRw1NTWwtLSEVCqFt7e3oL/bGo0Gn376KZYsWYKSkhKMGjUK8fHxGDVqlKDjZoyxTsZJJmOM9XR1dXWIj49HfHw86uvrMX36dKxduxZBQUGCvbBtnUrYWpnU0dERYWFhcHJyumHbpqYm/XRbkUjUKdNtWffSarXIycmBUqnUr52VSqVwdHS8Ydu/Trc1MTFBSEgIAgICBD1KT0RITExEZGQkLl26BH9/f6xduxaPP/64oIsRMcZYF+EkkzHGeov8/HwsXrwYO3fuhKmpKV577TXExcW1mbgJhUajQUZGBjIyMqDVauHt7Q2JRAJra+sbnvP09IRUKoWNjY2hw2Yd1NLSgrS0NH0VYG9vb0ilUlhZWaG5uRlKpRI5OTkArhYOEovFgr6ZQERISUlBdHQ0Dhw4ADs7O8TExOCNN97gysaMsb6Mk0zGGOtNiAjnzp1DZGQkjh07BhcXFyxZsgT/+c9/BF2Bs7GxESkpKcjPz4dIJIKLiwtqamqgVqt7zDo8dvv+2s9UJBLB0dERKpUKGo0G7u7ukMlkXdoCpTOUl5dj+fLl+PDDD6HT6fDiiy9i+fLl8PDwMHRojDFmaJxkMsZYb6TT6ZCQkICYmBikp6dDIpFgw4YNmDp1qqCn0GZmZiI1NRVarRYA4Ofnh/DwcEFPlWQdQ0RIT0+HUqmETqcDcHX0csCAAYL+vJuamvDuu+9izZo1qKqqwr333osNGzYgPDxcsL8txhjrZpxkMsZYb9bU1IT3338fq1atQlVVFSIiIrBx40YMHDhQUBfEVVVVkMvlqKyshJmZGTw9PVFRUYH6+nrY2NhAJpPdVrEY1jNcuXIFycnJqKqqgrm5Oby9vVFWVoa6ujpYWVlBIpEIrsiPTqfDt99+i9jYWGRmZkIikWDjxo2YMmWKoOJkjDEB4CSTMcb6gvLycqxcuRL//e9/odPp8Pzzz2PFihXw9PQ0aFz19fVISUlBYWEhjIyMEBgYiODgYJiamkKn0+mLxajVari4uCAsLIx7DPZg9fX1UCgUKCoqgrGxMYKCghAUFAQTExN9MajU1FQ0NTXBwcEBMpkMLi4uBo2ZiJCUlISoqCj89ttvcHV1xdKlS/HSSy8Jego6Y4wZECeZjDHWVxARUlNTERMTgx9++AG2trZYsGAB5s2b1+1FStRqNZRKJbKzs0FE8PX1hUQigaWl5Q3bXl8s5mbbMmG6/jP08/ODWCxu8zPUaDTIzMxERkaGfo2mVCqFnZ1dt8ZMRCgoKEBcXBw+//xzmJmZYc6cOYiLi4ODg0O3xsIYYz1Mh5JMrsXNGBMclUqFefPmwc/PDxYWFggJCcGqVavQ0tJyx/s6d+4cnnzySXh7e8Pc3BxeXl6YPHky3n333S6IvPuIRCJIJBIkJCTg8OHDCAgIwKJFiyCRSLBr1y79uriupNVqkZ6ejsOHDyMrKwuurq6YMGEChgwZ0m7SaGpqCplMhkmTJsHb2xv5+fk4cuQIUlNTodFoujxm1nE6nQ5ZWVlITExERkYGnJycMGHCBAwePLjdz9vExAShoaGIiIhA//79UVZWhl9//RUXLlxAU1NTt8RdW1uLJUuWQCwW47PPPsOjjz6K5ORkbNiwoVckmHy8ZIwJEY9kMtbHEJGg1xypVCqMGTMGVVVV2L17N4YOHYqffvoJM2bMwLhx47Bv377bLiSyfft2zJkzB8uXL8ezzz4Le3t7nDp1Cs8++yxsbGyQmpraxe+m+2i1WuzYsQOLFy9GcXExRowYgU2bNmH06NGd/nm3jgqlpKSgsbERdnZ2kMlkcHNzu+N9Xb+eTyKRwM/PT9Df0b6GiFBSUgKFQoG6urq/ta62rq4OCoUCxcXFN0yx7WxarRb/+9//sHjxYhQVFWH48OHYtGkTxo4d22u+X3y8ZIx1gw4dMI2XLVvW0T/Y4RcyxgxHp9PByMgIBw8exJdffomdO3eivr4eAwYMMHRoAIDIyEjs378fu3fvxuTJk2FqagqJRAJzc3O8//77cHd3x/Dhw2+5n3PnzuEf//gH4uPj8eabb8LGxgampqbo378/vLy8kJeXh6effrob3lH3MDIywpAhQ/Dyyy/DyMgICQkJ+Oijj5CSkoIhQ4bA0dGxUy6sy8vLkZSUhJycHJiYmGDAgAEYOHBgh/tdWlpaws/PD7a2tqisrER+fj6Ki4thbW0Na2vrvx0v+3uqq6vx559/Ij09HQAgk8kwaNAg2Nraduj7ZGZmBm9vb7i6ukKlUqGgoAB5eXkwNjaGvb19p3xHiQi//PILHn30UXz00UdwcHDAe++9h82bN8Pf37/XJJhA3z5epqWlcSskxrrH8o68iEcyGesjKisr0dzcDC8vL3z//fd44oknoFar4enpicrKSri5ueHzzz/H+PHjDRZjbW0t3Nzc4OjoiMLCwmsuBisrK+Hq6orAwED9Be/NTJkyBSdOnEB5eXmfK+hBRMjPz9evPzM3N8frr7+OuLi4DhfaUalUkMvlKCsrg4mJCYKDgxEYGNip7Sm0Wi2ys7OhVCp7VI/F3uivvU6NjIwQEBCAkJAQmJqadtrfICIUFxdDoVDoKw9LpVJ4eHh0KBEkIiiVSixYsEC/Tjk6Ohrz5s3rlTcs+urx8sCBA3jllVdwzz334J133un29b2M9UG8JpMx1jaNRoOjR48iICAAY8aMwezZsxEaGoo9e/bg6NGjeOedd+Dj44Pvv/8eKpXKYHH+8ssvaGpqwogRI264yHR2dkZISAgyMjKQlpZ20/1UVFTg559/xsiRIwV/wdQVRCIR/Pz8sHPnTpw6dQrDhw/Hxo0bERwcjP/+9793tFarsbER58+fx6+//ory8nIEBAQgIiICISEhnd7/sHX65PXr9y5evIjm5uZO/VusbRqNBqmpqThy5Ajy8/Ph7e2NyZMnQyaTdWqCCVz9nnp5eWHSpEkYMGAA1Go1zpw5gxMnTqCqquqO9lVRUYG5c+ciPDwc+/fvxwsvvIDU1FQsWrSoVyaYQN86XhIR6uvrMX/+fDzyyCPw9PTElClTeu1ny1hvwEkmY33EuHHjMHXqVJw8eRIlJSXw8/PDtGnTEBwcjFdeeQV79uzB4sWLDXpX+PLlywAAf3//Np9vfbx1u/acPXsWWq0Wfn5++PHHHzF27FhYW1vD1tYW48aNw969ezszbMESiUQYMWIEjh07hq+//hq2traYPXs2Bg8ejIMHD+JmM1laWlqQkpKCI0eOIC8v75pkwNzcvEvjNjc3R3h4OCZOnAh3d3fk5OQgMTER6enp0Gq1Xfq3+yoiQm5uLhITE6FUKmFvb49x48Zh2LBhXV6tuHWkNCIiAsHBwaiqqsJvv/2Gs2fPor6+/qavbW5uxttvv43Q0FBs2bIF48ePx9mzZ/Hxxx/Dy8urS+M2tL50vBSJRFAqlfjss8/w0EMPYdu2bXj00Uc7/UYXY6zzcJLJWB9gYmICFxcX/cXGhAkTcPLkSVhbW2P37t0AAC8vL4NXWiwpKQEAODo6tvl8a3ylpaU33U9mZiYA4PDhw3j22Wfx5ptvori4GBcuXICtrS0eeeQRbNq0qRMjFzYjIyM89thjkMvl2LBhAwoLCzFlyhQ88MADuHz58jXJZnNzM1auXIm9e/ciLS1Nn2wMHz68w+suO8rW1hYjRozA6NGjYW1tDYVCgSNHjqCgoOCmCTK7M2VlZTh69CguXLgAY2NjDB8+HGPHjoWTk1O3xmFqagqpVIqIiAj4+vqisLAQR44cwaeffori4uJrttXpdNi7dy/Cw8Px5ptvws3NDT/88AN+/vlnDB48uFetu2xPXzte7tu3DxUVFZg+fTrCw8MBXC0k9Vd8XGBMODjJZKwPyM3NxVNPPYWMjAzMmTMHBw4cwIcffojRo0cLqm1EY2MjALQ7La91KldDQ8NN99M65Tc3NxdvvfUWHnnkEdjZ2SEwMBC7d++Gra0tYmJikJub24nRC5+FhQWioqKgVCoxa9YsJCYmYvDgwZg1axaKi4uxbds2BAYGYsmSJTh48KDBko3rubq64u6778bgwYNBRDh37hx+++03VFZWGjSunk6lUuHUqVM4efIkGhoa9K1lvLy8DJqkWVpaYsiQIZgwYQKsrKzwxhtvIDg4GAsWLEBdXR3OnTuHiIgIPPLII7hy5Qo2b96MixcvYtq0aTAy6juXNX3leNnajkksFuv///79++Hh4YGPPvoIwNX13Fqttk/cXGCsp+g7R2PG+pjWE3NZWRnefvttfPPNN3j++ecRFRUFCwsLTJ8+HXv27MEzzzxj4Ej/X2uvvfbWDKrVagC47el7IpEIjz/++DWP2dnZYdq0adBoNPjuu+/+RrQ9l5ubG9577z1cuHAB9913Hz788EOEh4fjpZdeQl1dHZYvX44PPvjA4MnGX7WuM508eTLEYjFqa2vx+++/Iykp6ZZTKtm1mpubcfHiRRw9ehRlZWUICAjAPffcg6CgIEFNP7S3t0dERAS2bdsGd3d3bNiwAf3798fIkSPx+++/Y968eUhNTcXrr78u2LWEXamvHC9bj0HDhg2Dq6sr5syZg4ceegjOzs76KdHGxsYwNjZGRUUFNm/ejEuXLhkkVsbY/+v8xlSMMUFovaP/9ttvY8uWLZg2bRqio6Ph4+Ojb2Pi4uIC4Gqxj67oU3enPDw8AKDdoh/V1dUAAHd395vup3X6mIuLS5tN4vv16wcAt1V1sbcSiUSwsLDQ//e5cuUKpFIp1Gp1p1cR7UwmJiYIDQ1Fv379kJKSgry8PBQXF+urn/bFZON2abVaZGZmIj09HRqNBh4eHpDJZN0+DfpOTZ06FXK5HHv37kVGRgY0Gg1kMhmmTp3ap1tY9JXjZWuSGRMTg4qKCgDAokWL8Nxzz6F///767bZv347Y2FhUVFRg3bp1CA4ObvP9MMa6B49kMtaL7d69G+vXr4e3tzc+/PBDhISEALiagGZkZOjv9pqYmICI9KOfhtLaqzM7O7vN53Nycq7Zrj0SiQRA+3f4WwlllK67VVRU4PXXX4dEIsHevXvxwgsvIDs7G6+//jpqa2vx5JNPYty4cTh58qRg1zhZWFhg8ODBmDBhAlxcXJCZmYnExERkZmYa/HssNESEgoICHDlyBCkpKbC2tsaYMWMwYsQIQSeYWq0W//vf/yAWi7FixQqYmZlh7969WL16NfLy8hAREYEpU6YgOTnZ0KEaRF86Xh4+fBiXLl1CWFgYiAiWlpYICAiASCQCESE5ORkHDx5EbGwsZs2ahY8//rjPfi8YEwwi6ug/xphAaTQaOnbsGLm5uZG7uzv9+OOP+seJiBobGykiIoJGjBhBo0ePpmPHjhkyXD2VSkXm5ubk6elJOp3umucqKipIJBJRYGDgLffT2NhItra2BICqqqpueP6pp54iALRly5ZOi70nUKvVtGbNGrKzsyMANGXKFLp8+fI121RXV1NMTAxZWFgQAHryyScpOzv7hs9DSHQ6HZWUlFBiYiIlJCTQ4cOHqaioSNAxd5eKigo6evQoJSQk0E8//UR5eXmC/++i0+no6NGjNGzYMAJA3t7etGPHDv3xi4iorKyM5syZQyYmJmRkZEQvvPACFRQUGDDq7teXjpelpaWkUCjo/PnzJBKJ6P7776fKykr988XFxbR37166cuUKERF5eHjQ3Llzqbq6mohI8N95xgSuQ7kiJ5mM9UKJiYnk5eVFLi4u9NFHH13zXOvJ9ujRo3T69GmKiYkhDw8PWrdunSBOxLNnzyYAdODAgWsej4+PJwC0detW/WM1NTU0depUmjFjxjUXoERE8+bNu2F7oqsXZnZ2dmRpaUnFxcVd90YESKvV0uDBg2nIkCF05MiRdrfT6XSUnZ1NTz75JAEgS0tLio2NpZqamm6M9s5ptVrKysqiH3/8kRISEuj48eNtXjT3BXV1dXT69GlKSEigffv2UWpqKrW0tBg6rJvS6XSkVCrpkUceIQBkbW1Ny5Yto9ra2nZfk5aWRo8++igBoE8++aQboxWGvni8vP/++8nHx4dOnz7d7jbvvvsuOTs7088//9yNkTHWa3GSyRi7SqVS0cyZM2nLli36C7SbJZDvvvsujRo1isrLy7srxHZVV1eTVColb29vOn78ODU0NNB3331HNjY2dO+9915zofzNN98QAAJASUlJ1+xHpVLRoEGDyMHBgb7//ntqamqirKwsmjp1KhkbG9Nnn33W3W9NEIqLi0mr1d7Wtjqdjk6cOEGjRo0iAOTu7k4ffvih4JMVtVpNcrmcfvjhB0pISKCzZ89SQ0ODocPqFs3NzXT58mX6/vvvKSEhgc6fP0+NjY2GDuuWKisrad68eWRmZkYikYhmzpxJ+fn5t/36pKSkGxKnvqCvHS81Gg1t2bKFRCIR7dixg4jomuPZX/93WFgYPf7441RUVNTtcTLWy3CSyRi71s2SCY1Go38+MzOTRCIRnT17trtCu6nq6mp64403yMfHh8zMzCgoKIhWrFhBzc3N12xXWFhIAQEBNHz48DaTCJVKRQsWLKCAgAAyNTUlJycnmjZtGp04caK73kqvoNVq6csvvyR/f38CQAMGDKBDhw4JYuT7Zurr6+ns2bOUkJBAP/zwAykUClKr1YYOq0totVrKyMigAwcOUEJCAp04cULwI89EV5PizZs3k4uLCwGgCRMm0NmzZwX/3RKSvna8TExMJDs7O7rnnnvafL41sf7xxx/J2tqavvrqKyIiampqooqKim6Lk7FepEO5oog6XtRBmNUgGGP66rHtPU5E+iIOarUac+fOxaFDh3D8+HF9SXjGrtfY2IjNmzdj7dq1UKlUmDJlCjZs2ACpVCroIkpVVVVITk7GlStXYG5uDrFYjH79+gk65ttFRCguLoZCoUB9fT1sbW0hk8luWVHU0HQ6HQ4cOIDo6GikpqYiJCQE69atw0MPPdSnel2y29d63mpoaMDEiRNx7tw5/PnnnwgPD2/3nPfAAw9ArVbjn//8J3bt2oWpU6di0aJFBoiesR6tQydLTjIZ64Pq6+shl8tx6NAh7Nu3D2lpafjss88wZcoUQfXJY8JUUlKCZcuWYdu2bRCJRHj55ZexdOlSuLm5GTq0drWVjIWFhQk65lupqqqCXC5HZWWlPnn28/MTdJJGRLh48SKioqKQmJgIJycnLFq0CLNnz4a5ubmhw2MCp9VqYWxsjI0bN2LBggVYt24doqOj293uq6++wpNPPgljY2PMnj0bmzdvNkDUjPV4nGQyxm7U2gNTqVTiwoULOHjwIE6fPo3S0lLcdddduO+++3DPPfcgLCzM0KGyHoSIcPnyZURHR+PQoUNwdHTEwoUL8dprr8HCwsLQ4bVLq9UiJycHSqUSLS0tcHNzg0wmg52dnaFDu22NjY1QKBQoKCiAkZERAgMDERwcLNjepq2KioqwdOlSfPLJJzA2NsasWbOwePFifb9exm6ldTQzIyMDo0aNwsSJE/HBBx/Aycnpmu3UajWio6OxZcsWPPPMM3jrrbf037P2Rj0ZY+3iJJMx1jadTgcHBwfU1dVh3rx5GDduHIYPHw5vb29Dh8Z6OCLCwYMHERUVBYVCgcDAQKxduxbTp08X9IWcWq2GUqlEdnY2iAj9+vWDWCwWdILc0tKCjIwMZGRkQKfTwcfHBxKJBFZWVoYO7aYaGhrw1ltvYcOGDaitrcU//vEPrFu3DmKxuFdMWWbdr7KyEv/4xz9w4cIFpKamwtfX95rnGxsbsWPHDoSHh2PMmDEArt5gMjIy4u8cY3eOk0zG2I1a7/zu2rULy5Ytg42NDTZu3IiIiAgAfFeXdQ61Wo1t27Zh2bJlKC8vx7hx4xAfH4/hw4cL+qKurq4OCoUCxcXFMDY2RkhICAIDAwU1bVyn0yEvLw+pqalobm6Gs7MzZDIZHB0dDR3aTel0OnzxxReIi4tDXl4eBg0ahPj4eEyaNEnQ3wnWM+zYsQMBAQEYP378TbfT6XQAwOc5xjqOk0zG2K3Fxsbi7bffxqhRo/Dxxx8jKCjI0CGxXqS6uhpr1qzBli1boFar8fTTT2P16tXw9fUVdGJRUVGB5ORk1NTUwNLSEhKJBD4+PgaPuaysDMnJyaitrYW1tTWkUik8PT0NHtfNEBFOnDiB+fPn48yZM/D09MSqVavw3HPPCSp5Zz3TXwvXtfX/b7YtY6xDOMlkjLWvdW0mANTU1OD555+HiYkJtm7d2qOLnzDhISJkZWUhNjYW33zzDaysrPDmm28iOjoatra2hg6vXUSEgoICKBQKNDU1wcHBATKZzCBrBlUqFeRyOcrKymBqaorQ0FD0799f0KMxRITMzEwsXLiwR33ujDHGboqTTMbYzRERtFqtPtmsrq6Gg4ODgaNivRUR4ffff0dkZKR+RGvlypWYOXOmoEe0tFotMjMzkZaWBq1WC09PT0ilUtjY2HT5325qakJqaipyc3MhEokQEBCAkJAQmJmZdfk06gS5AAATvElEQVTf/juqq6uxevVqbN26tUeNYDPGGLslTjIZY7dHp9NBJBLxxR/rFjqdDl9++SUWLlzYo9bmXZ/w9e/fH6GhoV2S8Gk0GmRmZiI9Pb3bE9u/Q61W4+OPP8by5ct71Fpcxhhjt42TTMYYY8LVVpXR9evXIzQ0VNAJSVdOXW1rim5YWBicnZ07IfKu01OrCjPGGLtjnGQyxhgTvuv7Jb7yyitYsmSJ4PsldnYRHqEWG7qZ1v6oUVFR+Pnnn+Hg4IC4uDjB90dljDHWYZxkMsYY6xmICBcvXkRUVBQSExPh5OSEuLg4vPrqqzA3Nzd0eO26vp2Ik5MTwsLC7qidSF1dHeRyOUpKSmBiYoLg4GDBtU1pS0lJCZYuXYrt27dDJBLh5ZdfxtKlS7lwGGOM9W6cZDLGGOtZdDodDhw4gOjoaKSmpiI4OBjr1q3Dww8/LOhply0tLcjIyEBGRgZ0Oh18fHwgkUhgZWXV7mvUajWUSiWys7NBRPD394dYLBZ0Ug1cbWz/zjvvYN26dVCpVJg6dSrWr18PqVQq6FFXxhhjnYKTTMYYYz2TWq3Ghx9+iBUrVqCiogITJkzAxo0bMXToUEEnMo2NjVAoFCgoKICRkRECAwMRHBwMU1NT/TZarRbZ2dlIS0tDS0sL3NzcIJPJYGdnZ8DIb02n0+Hrr79GbGwscnJyMGDAAMTHx+Oee+4R9GfCGGOsU3GSyRhjrGe7cuUKVq9ejXfffRctLS147rnnsHLlSvj4+Bg6tJuqrq5GcnIyKisrYWZmBrFYDD8/P5SWlkIul6OhoQF2dnaQyWSCn15KRDh58iQiIyNx8uRJuLu7Y+XKlfj3v/+tb3/EGGOsz+AkkzHGWM9HREhPT0dsbCy+++47WFtbIzIyEpGRkYJu6UFEKCkpgVwuR319PYyNjaHVamFubg6JRAI/Pz9BjwASEXJycrBw4ULs3r0blpaWmDt3LmJiYgQ/6soYY6zLdOjEJdwFL4wxxvokkUiEkJAQ7NmzB0ePHoVYLMby5cshFouxY8cOaLVaQ4fYJpFIBHt7ezg4OACAPk5bW1s4ODgIOsFUqVRYuHAhpFIpdu/ejaeeegoKhQKrV6/mBJMxxtgd45FMxhhjgqbVarFr1y7ExcWhoKAAQ4cORXx8PO6++27BJG4tLS1IS0tDVlYWdDodfH19ERgYiPz8fGRlZYGI4OfnB4lEIqhWHxqNBtu3b8fSpUtRWlqK0aNHY9OmTRgxYoRg/tsyxhgzKJ4uyxhjrPeqq6vDpk2bsHHjRtTX1+Of//wn1q1bh+DgYIMlRDqdDrm5uUhNTYVarYaLiwtkMpl+NBMA6uvroVAoUFRUBGNjY33LEkOubyQi/Pzzz4iMjERycjL69++PtWvX4rHHHhN0VV/GGGPdjqfLMsZYT6VSqTBv3jz4+fnBwsICISEhWLVqFVpaWu5oP0lJSXjssccQEBAAS0tL+Pv74+GHH8aZM2e6KPLuY2Njg6VLl0KpVOLf//43EhISMGDAAMyfPx+VlZXdGkvr+stff/0Vly5dgqmpKe666y6MHj36mgQTAKytrTF8+HCMHTsWtra2SE1NxZEjR5CXl4e/caO3w3HL5XI8+OCDuP/++5Gfn49169ZBLpfjiSee6PEJJv+OGGNMIIioo/8YY4x1gpqaGgoLCyNvb286fvw4NTQ00HfffUc2Njb0wAMPkEajua39fP3112RkZETh4eF06tQpamhooOTkZJo4cSKJRCL6/PPPu/iddB+dTkdnz56liRMnEgBycXGhzZs3U3Nzc5f/7erqavr9998pISGBfvzxR8rMzCStVntbr9XpdJSfn0+HDh2ihIQE+vXXX6msrKyLI76qtLSUZs2aRSYmJmRsbEyvvPIKlZSUdMvf7g78O2KMsS7RoVyRk0zGGDOw1157jQDQgQMHrnk8Pj6eANB77713W/sJDQ0lAJSUlHTN46WlpSQSicjDw4N0Ol2nxS0EWq2WvvvuOwoJCSEAJBaL6fvvv7/tpO9ONDQ00J9//kkJCQn0ww8/UHJyMqnV6g7tS6PRkFKppP3791NCQgKdOnWKVCpVJ0d8VWNjI61fv54cHBwIAN1///106dKlXvdd4N8RY4x1iQ7lirwmkzHGDKi2thZubm5wdHREYWHhNWsLKysr4erqisDAQKSnp99yX5aWlmhqakJ9fT2srKyuec7NzQ3l5eUoKSmBu7t7p78PQ2tubsZ///tfrFy5EleuXMHkyZOxceNGDBo06G+v19RoNMjIyEBGRga0Wi28vLwglUphbW3dKXGnpqYiNzcXAODv74/Q0FCYm5v/7X3rdDp8++23iImJQVZWFmQyGTZu3Ij777+/1xX14d8RY4x1GV6TyRhjPc0vv/yCpqamNqt5Ojs7IyQkBBkZGUhLS7vlvgYPHgwAkMvl1zxeWlqKiooKmJqawsnJqfOCFxBzc3PMnTsXSqUSr7/+On777TcMGzYML730EoqKijq0TyJCbm4ujhw5AqVSCTs7O4wbNw7Dhw/vlASzNe6BAwdiwoQJcHNzQ3Z2NhITE5Gent7hVi1EhNOnT+Puu+/G448/jtraWrz//vs4f/48HnjggV6XYAL8O2KMMaHhJJMxxgzo8uXLAK6OYLWl9fHW7W7m/fffh4+PD1588UWcOXMGjY2NkMvlePLJJ0FE+M9//gNTU9POCl2QXFxc8M477+DSpUuYNm0atm/fjtDQUKxcuRINDQ23vZ/y8nIcO3YMFy5cgJGREYYNG4Zx48Z1WXJhZ2eHkSNHYtSoUbCysoJCocAvv/yCwsLC2y4ORETIy8vDs88+i5EjRyIpKQnR0dFIT0/HrFmzevVnz78jxhgTFk4yGWPMgEpKSgAAjo6ObT7fWqm0tLT0lvsaNGgQTp8+jZCQEIwYMQJWVlYICwtDZmYmVq5ciXfeeafzAhcwkUgEsViMvXv34siRIwgODsaSJUsgkUjw+eefQ6fTtfva2tpanDp1Cn/88Qfq6+shlUoxadIkeHt7d8sIoJubGyZMmIBBgwZBq9Xi7NmzOH78OK5cuXLT19XW1mLx4sUQi8XYtWsXnnjiCSgUCqxbtw729vZdHreh8e+IMcaEhZNMxhgzoMbGRgBod2TEzMwMAG5rFO7YsWMYMmQIMjMz8ccff6C2thbnz59HREQE6urq0Nzc3HmB9wAikQiTJk1CUlIStm/fjpaWFjz77LMYNWoUjh8/fs0IYUFBAZ599lkkJCSgrKwM/fv3R0REBIKDg2FsbNztcffr1w8REREIDQ2FSqXC8ePHsWHDBigUimu21Wq12LZtG0JCQrB69WqEh4fj+PHj+PLLLxEQENArp8a2hX9HjDEmLJxkMsaYAVlaWgJAu3381Go1ANxQgOR6NTU1ePzxx6FSqbB//36MGjUKNjY2GDRoEN5++21s374dEydO7PA6v57M2NgYzz//PJRKJRYvXozk5GSMHz8ejz/+OC5fvoyoqCiEhobi888/R3JyMiZOnIjw8PBOKb7zd5iYmEAsFmPy5MlwdHTEsmXLMGjQILzwwgsoLy9HYmIihg4dipdeegnm5ubYtWsX/vjjD4wdO7bPJJet+HfEGGPCwkkmY4wZkIeHBwCgqqqqzeerq6sB4JaVLA8ePIiysjKMGzcOXl5e1zxnZ2eHKVOm4MyZM/jqq686IeqeydbWFsuXL0dqaiqeeeYZ7NmzB6NGjUJ8fDw8PT3x7bffYv369bC1tTV0qNewtLTE+PHjcejQIYSHh+OTTz5BYGAg7rvvPmRmZmLVqlVQKBR46qmnYGTUN0/r/DtijDFh6ZtnI8YYE4gBAwYAALKzs9t8Picn55rt2tO6naenZ5vPtz5+4cKFDkTZe4hEIuTn5yMjIwPA1fYkYrEYNTU1KCoq0o94CZFYLMbIkSMREhICnU4HnU4HDw8PDBw4UD+S11fx74gxxoSFk0zGGDOgSZMmwdzcHGfOnLmhimhlZSXS0tIQGBiIkJCQm+7H2dkZAFBcXNzm861tPPpyVcysrCw8/vjjGDNmDC5duoTly5ejvLwcK1euhL29PebMmYNBgwbhwIEDt13RtTs0Nzdj06ZNCA0NxXvvvQc/Pz8cPXoUW7duRXV1NaZNm4aIiIg+nfjw74gxxgSGiDr6jzHGWCeYPXs2AaADBw5c83h8fDwBoK1bt+ofq6mpoalTp9KMGTNIo9HoH8/NzSVTU1OysrKioqKia/ajUqnIxcWFANCRI0e69s0IUENDA0VGRpKZmRmJRCJ6/vnnqbCw8JptGhsbKT4+nhwdHQkA3XvvvXTx4kXS6XQGippIq9XSnj17KDg4mACQRCKhffv2XRNTVVUVRUVF6d/bzJkzqaCgwGAxGxL/jhhjrEt0KFfkJJMxxgysurqapFIpeXt70/Hjx6mhoYG+++47srGxoXvvvZdaWlr0237zzTcEgABQUlLSNftZv349AaBhw4bRqVOnqK6uji5cuECTJk0iAPT0009391sThJaWFpLJZBQREUEXLly46bZlZWX06quvkomJCRkbG9PLL79MxcXF3RTpVTqdjpKSkujuu+8mAOTi4kJbt26l5ubmdl+TlZVFTzzxBAGgnTt3dmO0wsG/I8YY6xKcZDLGWE9VXV1Nb7zxBvn4+JCZmRkFBQXRihUrbkgsCgsLKSAggIYPH04NDQ037OfHH3+kBx54gJydncnY2Jjs7e1p3LhxtH37doOOyhlaRUXFbb9/nU5HcrmcHnzwQQJAdnZ2tHr1aqqvr+/iKIny8/PpueeeI5FIRGZmZjR//nyqrKy87defO3eOtFptF0YobPw7YoyxTtehXFFEHV93IpwFK4wxxlgnIyIcPnwYUVFRuHTpEvz9/bFmzRo88cQTnV7Fta6uDhs3bsSmTZtQX1+P6dOnY+3atQgKCupz7UgYY4wJSodOQlz4hzHGGGuDSCTCvffei3PnzuGjjz5CU1MTnnrqKYwZMwZ//PFHpxQH0mq1+PTTTxEaGooVK1ZAIpHg2LFj+OabbxAcHMwJJmOMsR6Jk0zGGGPsJkxMTPDSSy9BqVRi4cKFuHjxIsaMGYOnnnoK2dnZHUo2iQi//vor7rrrLjz//PMwMjLCzp07cerUKYwfP56TS8YYYz0aT5dljDHGbhMRITc3F3Fxcfjiiy9gYWGBN954A7GxsbC3t7+t16elpSEmJgYJCQmwsbFBVFQU5s+fD2tr6254B4wxxtgd6dBdT04yGWOMsTtERDh9+jQiIyNx4sQJuLm5Yfny5XjxxRdhYmLS5msqKyuxatUqvP/++9BoNJg5cyZWrFgBb2/vbo6eMcYYu228JpMxxhjrDiKRCCNHjsRvv/2Gr776CtbW1pg1axYGDx6MQ4cOXTOFtrm5GZs3b0ZoaCjeeecdjB07FklJSdj2f+3dMWhVVxgH8P/BWE3FUpOhpRS0gwoVhw7ZhDhIQSWELuKgLZ0qgpsgFIRkChkKaRDSokhK3YrQIatSzKaD1OrgYilYqGBppaGRBD0djKDSQH3e5vri77cceN9953182//d9849c0bABGBVcicTAF7Q/Px8JicnMzY2lnv37mXv3r0ZHx/PrVu3cuLEidy8eTPbt2/P+Ph4hoaGGj+dFgD+J34uCwBtunPnTkZGRnL69Ok8fPgwtdb09/fn5MmTOXLkSNatW9d2iwDwPIRMAGhbrTXXr1/P7t27s23btszMzKS/v7/ttgCgE0ImALwsHjx4kCRZs2ZNy50AQMeETAAAABrjdFkAAADaJWQCAADQGCETAACAxgiZAAAANEbIBAAAoDFCJgAAAI0RMgEAAGiMkAkAAEBjhEwAAAAaI2QC0Kq7d+/mwIEDKaVkenq6oz0WFhYyOjqarVu3Zv369dm8eXOOHz+eubm5ZpvtMmYLQBt62m4AgFfX+fPnc/To0SwsLHS8x+LiYvbt25crV67k3Llz2bNnTy5fvpyDBw/m4sWLmZ2dzYYNGxrsujuYLQBtcScTgFZMTU3l2LFjOXv2bIaHhzveZ3JyMhcuXMjY2FiGhobS29ubwcHBnDp1KlevXs3o6GiDXXcHswWgTUImAK3YuXNnbty4kf3793e8R601ExMTWbt2bQ4fPvxUbXh4OH19fZmamsr9+/dftN2uYrYAtEnIBKAVu3btyqZNm15oj2vXruX27dvZsWNHNm7c+FStp6cnAwMDmZuby6VLl17oc7qN2QLQplJrbbsHAF5xpZTpJJ8k+bTWOv0c7zuU5Nsk39daP/qX+ldJPktyvNb6RTPddhezBWCluZMJQDd7e2n9Y5n6n0vrWyvQy2pjtgB0RMgEoJv1Lq2Ly9QfH636+gr0stqYLQAdETIB6GbzS+vaZeqvLa1/r0Avq43ZAtARIROAbvbb0rrcKTdvLq13VqCX1cZsAeiIkAlAN/tpaX1vmfqWZ67jvzNbADoiZALQza4l+TXJ+6WUp56zUUrpSTKQZC6J52w8P7MFoCNCJgAvvVLKG6WUmVLKN6WUNY9fr4+ew/VlHv1v8PAzbxtO0pfk61rr/ZXrtruYLQBNEzIB6AYfJtmf5OMkHzxTm0jyQ5KxUspQKaW3lDKY5FSSH5OMrGCf3chsAWhUefRFJQCsrFLKliQ/L1P+pda65Ylr30kym+T3JIO11vknLy6lrEvyeZJDSd7No8NovksyUmv9q+neX3ZmC0CbhEwAAAAa4+eyAAAANEbIBAAAoDFCJgAAAI35B2kxmADOWL53AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 340,
       "width": 460
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.util.reference_direction import UniformReferenceDirectionFactory\n",
    "\n",
    "# Get problem\n",
    "problem = get_problem(\"dtlz4\", n_var=12, n_obj=3)\n",
    "\n",
    "# Define reference points and reference directions\n",
    "ref_points = np.array([[1.0, 0.5, 0.2], [0.3, 0.2, 0.6]])\n",
    "ref_dirs = UniformReferenceDirectionFactory(3, n_points=91).do()\n",
    "pf = problem.pareto_front(ref_dirs)\n",
    "\n",
    "# Get Algorithm\n",
    "algorithm = RNSGA3(\n",
    "    ref_points=ref_points,\n",
    "    pop_per_ref_point=91,\n",
    "    mu=0.1)\n",
    "\n",
    "res = minimize(problem,\n",
    "               algorithm,\n",
    "               termination=('n_gen', 300),\n",
    "               pf=pf,\n",
    "               seed=1,\n",
    "               verbose=False)\n",
    "\n",
    "\n",
    "plot = Scatter()\n",
    "plot.add(pf, label=\"pf\")\n",
    "plot.add(res.F, label=\"F\")\n",
    "plot.add(ref_points, label=\"ref_points\")\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "### API"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. autoclass:: pymoo.algorithms.rnsga3.RNSGA3\n",
    "    :noindex:"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
